{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "ce6b3b99",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import math\n",
    "from scipy.stats import skew\n",
    "from matplotlib.lines import Line2D\n",
    "from matplotlib.patches import Patch"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "3ee1b4a5",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.cross_decomposition import PLSRegression\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.model_selection import cross_val_predict, KFold\n",
    "from sklearn.metrics import r2_score"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2db38a2e",
   "metadata": {},
   "source": [
    "# PLSR"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "7137b3aa",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 904742 entries, 0 to 904741\n",
      "Data columns (total 14 columns):\n",
      " #   Column  Non-Null Count   Dtype  \n",
      "---  ------  --------------   -----  \n",
      " 0   sl      904742 non-null  float64\n",
      " 1   prec    904742 non-null  float64\n",
      " 2   snow    904742 non-null  float64\n",
      " 3   slope   904742 non-null  float64\n",
      " 4   elev    904742 non-null  int64  \n",
      " 5   om      904742 non-null  float64\n",
      " 6   k       904742 non-null  float64\n",
      " 7   ndvi    904742 non-null  float64\n",
      " 8   lulc    904742 non-null  int64  \n",
      " 9   p       904742 non-null  float64\n",
      " 10  relief  904742 non-null  int64  \n",
      " 11  tmax    904742 non-null  float64\n",
      " 12  tmin    904742 non-null  float64\n",
      " 13  l       904742 non-null  float64\n",
      "dtypes: float64(11), int64(3)\n",
      "memory usage: 96.6 MB\n",
      "None\n",
      "               sl        prec        snow      slope  elev    om     k   \n",
      "0        0.000000  241.665426   71.771166  31.214520  5189   0.0  0.00  \\\n",
      "1        0.000000  254.647453   75.626642  18.262973  5115   0.0  0.00   \n",
      "2        0.000000  254.647453   75.626642  18.734828  5046   0.0  0.00   \n",
      "3        0.000000  254.647453   75.626642  22.973112  4982  11.5  0.12   \n",
      "4        7.328763  254.647453   75.626642  21.505081  4874  10.5  0.12   \n",
      "...           ...         ...         ...        ...   ...   ...   ...   \n",
      "904737   4.146656  386.344968  161.224300  11.186146  5720   8.5  0.12   \n",
      "904738   2.896008  386.344968  161.224300   9.083959  5808   7.5  0.12   \n",
      "904739  12.969982  386.344968  161.224300  24.050892  5780   8.0  0.12   \n",
      "904740  16.532743  386.344968  161.224300  29.075390  5610   7.5  0.12   \n",
      "904741  12.951405  386.344968  161.224300  24.006458  5775   8.5  0.12   \n",
      "\n",
      "          ndvi  lulc    p  relief       tmax       tmin         l  \n",
      "0      -0.0432    15  0.0     206  10.383157 -38.241827  3.624003  \n",
      "1      -0.0350    15  0.0     275  10.383157 -38.241827  3.232186  \n",
      "2      -0.0264    15  0.0     255  10.383157 -38.241827  3.252175  \n",
      "3      -0.0345    15  0.0     401  10.383157 -38.241827  3.407667  \n",
      "4      -0.0317    16  1.0     275  10.383157 -38.241827  3.358216  \n",
      "...        ...   ...  ...     ...        ...        ...       ...  \n",
      "904737 -0.0012    16  1.0     270  10.478586 -35.704932  2.832470  \n",
      "904738 -0.0066    16  1.0     160  10.478586 -35.704932  2.658893  \n",
      "904739 -0.0032    16  1.0     303  10.478586 -35.704932  3.441449  \n",
      "904740 -0.0037    16  1.0     239  10.478586 -35.704932  3.576000  \n",
      "904741 -0.0037    16  1.0     303  10.478586 -35.704932  3.440096  \n",
      "\n",
      "[904742 rows x 14 columns]\n"
     ]
    }
   ],
   "source": [
    "df1 = pd.read_csv(\"D:/research/sediment/gee_sl_sensit/plsr/uib500_plsr20.csv\")\n",
    "\n",
    "# Drop rows where all columns are NaN\n",
    "df1_clean = df1.dropna(subset=['sl', 'slope'])\n",
    "\n",
    "# Optional: Reset index after dropping rows\n",
    "df1_clean.reset_index(drop=True, inplace=True)\n",
    "# Print basic info to confirm\n",
    "print(df1_clean.info())\n",
    "print(df1_clean)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "065f4a35",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1400x1200 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "corr_matrix = df1_clean.corr()\n",
    "\n",
    "# Plot heatmap\n",
    "plt.figure(figsize=(14, 12))\n",
    "heatmap = sns.heatmap(corr_matrix, \n",
    "                     annot=True, \n",
    "                     fmt=\".2f\", \n",
    "                     cmap='coolwarm', \n",
    "                     center=0,\n",
    "                     vmin=-1, \n",
    "                     vmax=1,\n",
    "                     linewidths=0.5,\n",
    "                     annot_kws={\"size\": 10})\n",
    "\n",
    "# Customize plot\n",
    "plt.title('Pearson Correlation Heatmap', fontsize=16, pad=20)\n",
    "heatmap.set_xticklabels(heatmap.get_xticklabels(), rotation=45, ha='right')\n",
    "heatmap.set_yticklabels(heatmap.get_yticklabels(), rotation=0)\n",
    "\n",
    "# Show plot\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "3a7560ab",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1400x1200 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create mask for upper triangle\n",
    "mask = np.triu(np.ones_like(df1_clean.corr(), dtype=bool))\n",
    "\n",
    "# Rename columns\n",
    "new_names = {'sl': 'Soil loss','prec': 'Prec', 'snow': 'Snow','slope': 'Slope','elev': 'Elev',\n",
    "    'om': 'OCC','k': 'K factor','ndvi': 'NDVI','lulc': 'LULC','p': 'P factor','relief': 'Relief',\n",
    "    'tmax': 'Tmax', 'tmin': 'Tmin','l': 'L factor'}\n",
    "\n",
    "df_renamed = df1_clean.rename(columns=new_names)\n",
    "\n",
    "# Calculate correlation matrix\n",
    "corr_matrix = df_renamed.corr()\n",
    "\n",
    "# Create heatmap\n",
    "plt.figure(figsize=(14, 12))\n",
    "sns.heatmap(corr_matrix, \n",
    "            mask=mask,\n",
    "            annot=True,\n",
    "            fmt=\".2f\",\n",
    "            cmap='coolwarm',\n",
    "            center=0,\n",
    "            vmin=-1,\n",
    "            vmax=1,\n",
    "            linewidths=0.7,\n",
    "            annot_kws={\"size\": 10},\n",
    "            cbar_kws={\"shrink\": 0.9})\n",
    "\n",
    "# Improve readability\n",
    "#plt.title('Pearson Correlation Matrix (Lower Triangle)', fontsize=16, pad=20)\n",
    "plt.xticks(rotation=0, ha='right',fontsize=10)\n",
    "plt.yticks(rotation=0)\n",
    "plt.tight_layout()\n",
    "\n",
    "# Show plot\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "9e34e693",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              prec        snow      slope  elev    om     k    ndvi    p   \n",
      "0       241.665426   71.771166  31.214520  5189   0.0  0.00 -0.0432  0.0  \\\n",
      "1       254.647453   75.626642  18.262973  5115   0.0  0.00 -0.0350  0.0   \n",
      "2       254.647453   75.626642  18.734828  5046   0.0  0.00 -0.0264  0.0   \n",
      "3       254.647453   75.626642  22.973112  4982  11.5  0.12 -0.0345  0.0   \n",
      "4       254.647453   75.626642  21.505081  4874  10.5  0.12 -0.0317  1.0   \n",
      "...            ...         ...        ...   ...   ...   ...     ...  ...   \n",
      "904737  386.344968  161.224300  11.186146  5720   8.5  0.12 -0.0012  1.0   \n",
      "904738  386.344968  161.224300   9.083959  5808   7.5  0.12 -0.0066  1.0   \n",
      "904739  386.344968  161.224300  24.050892  5780   8.0  0.12 -0.0032  1.0   \n",
      "904740  386.344968  161.224300  29.075390  5610   7.5  0.12 -0.0037  1.0   \n",
      "904741  386.344968  161.224300  24.006458  5775   8.5  0.12 -0.0037  1.0   \n",
      "\n",
      "             tmax       tmin  \n",
      "0       10.383157 -38.241827  \n",
      "1       10.383157 -38.241827  \n",
      "2       10.383157 -38.241827  \n",
      "3       10.383157 -38.241827  \n",
      "4       10.383157 -38.241827  \n",
      "...           ...        ...  \n",
      "904737  10.478586 -35.704932  \n",
      "904738  10.478586 -35.704932  \n",
      "904739  10.478586 -35.704932  \n",
      "904740  10.478586 -35.704932  \n",
      "904741  10.478586 -35.704932  \n",
      "\n",
      "[904742 rows x 10 columns]\n"
     ]
    }
   ],
   "source": [
    "# Predictors\n",
    "X = df1_clean.drop(columns=['sl','l','lulc','relief'])\n",
    "\n",
    "# Response\n",
    "y = df1_clean['sl']\n",
    "print (X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "448b5a51",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "0e3e7299",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Scaling\n",
    "scaler_X = StandardScaler() \n",
    "X_scaled = scaler_X.fit_transform(X)\n",
    "\n",
    "scaler_y = StandardScaler()\n",
    "y_scaled = scaler_y.fit_transform(y.values.reshape(-1, 1))\n",
    "\n",
    "# PLSR\n",
    "pls = PLSRegression(n_components=2)\n",
    "pls.fit(X_scaled, y_scaled)\n",
    "\n",
    "# VIP function (corrected)\n",
    "def calculate_vip(pls_model, X):\n",
    "    t = pls_model.x_scores_\n",
    "    w = pls_model.x_weights_\n",
    "    q = pls_model.y_loadings_.flatten()  # Flatten to make q 1D\n",
    "\n",
    "    p, h = w.shape\n",
    "    s = np.sum((t ** 2) * (q ** 2), axis=0)  # Now shapes align\n",
    "    vip = np.zeros((p,))\n",
    "\n",
    "    for i in range(p):\n",
    "        weight = np.array([(w[i, j] ** 2) * s[j] for j in range(h)])\n",
    "        vip[i] = np.sqrt(X.shape[1] * np.sum(weight) / np.sum(s))\n",
    "    \n",
    "    return vip\n",
    "\n",
    "# Calculate VIP scores\n",
    "vip_scores = calculate_vip(pls, X_scaled)\n",
    "vip_df1 = pd.DataFrame({'Variable': X.columns, 'VIP': vip_scores})\n",
    "vip_df1.sort_values(by='VIP', ascending=False, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "1accae25",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  Variable       VIP  Coefficient\n",
      "1     snow  1.766055     0.373033\n",
      "2    slope  1.543900     0.344482\n",
      "4       om  1.137014     0.203737\n",
      "6     ndvi  0.828862    -0.173493\n",
      "5        k  0.765242     0.141135\n",
      "3     elev  0.689233    -0.019752\n",
      "7        p  0.623094     0.113975\n",
      "9     tmin  0.619499     0.006883\n",
      "0     prec  0.607357     0.038978\n",
      "8     tmax  0.562196     0.005839\n"
     ]
    }
   ],
   "source": [
    "\n",
    "#regrsession coefficicent\n",
    "regression_coefficients = pls.coef_.flatten()\n",
    "# Combine into DataFrame\n",
    "combined_df = pd.DataFrame({\n",
    "    'Variable': X.columns,\n",
    "    'VIP': vip_scores,\n",
    "    'Coefficient': regression_coefficients\n",
    "}).sort_values(by='VIP', ascending=False)\n",
    "print(combined_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "546b5eb3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "var_label = ['Snow', 'Slope', 'OCC', 'NDVI', 'K', 'Elev', 'P', 'Tmin', 'Prec', 'Tmax']\n",
    "# Plot\n",
    "plt.figure(figsize=(10, 6))\n",
    "#sns.barplot( x='Variable', y='VIP',data=vip_df1, palette='coolwarm')\n",
    "ax = sns.barplot(x='Variable', y='VIP', data=vip_df1, color='white')\n",
    "\n",
    "# Add black edge and hatch pattern to each bar\n",
    "for bar in ax.patches:\n",
    "    bar.set_edgecolor('black')     # Black border\n",
    "    bar.set_linewidth(2.5)         # Border thickness\n",
    "    bar.set_hatch('x') \n",
    "\n",
    "plt.axhline(1, color='red', linestyle='--', linewidth=2)  # VIP threshold line\n",
    "#plt.xlabel('Variable', fontsize=20)\n",
    "plt.xlabel('')\n",
    "plt.ylabel('Variable Importance (VIP)', fontsize=20)\n",
    "plt.xticks(ticks=range(len(var_label)), labels=var_label, fontsize=20)\n",
    "plt.yticks(fontsize=18)\n",
    "plt.gca().tick_params(axis='x', which='major', length=12, width=3)\n",
    "plt.gca().tick_params(axis='y', which='major', length=12, width=3)\n",
    "\n",
    "# Increase the thickness of the outer boundary\n",
    "ax = plt.gca()\n",
    "for spine in ax.spines.values():\n",
    "    spine.set_linewidth(3)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "47395b5e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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XBlO2AimF1sFUfqcBzAMwGMuXZ2DzZmDSJKBTJ3muKnOOHgW+/FIeDlixItC9OzBtGrB7N3tRERERERERkesxlDJj7ty5kCQJkiTh3XfftXn+33//jZ07dwIAoqKiUKVKFbvuk5ycjJycHIvPX7t2DU8++SQuXrwIAHjuuedQpkwZu8ouKcaNG2czkFK4IpiyN5BSuDaYkpUqBTzwAPDuu8CWLcD588CiRcDw4UD16uavuXMHWLsWePNNoE0boFYt4NlngSVL5KGCRERERERERFrz9XQFtLZhwwYcPnzYcHzhwgXD/uHDhzF37tx85w8fPlz1PefNm2fYj4mJsfu6Dz/8EM888wwGDhyILl26oGHDhggMDMTVq1exadMmfP311zh+/DgAoGnTpnYFZCVNSEiIXYGUQgmmIiMjERUV5dC1BTkaSCmUYCoqKgqRkZEOXWuO6Z8/cypVAgYNkjch5J5QycnAqlXAhg1yIFXQ6dPAnDny5uMDhIYCUVHy1qGDHHwRERERERERqVHsQqnExESLX9I3btyIjRs35ntMbSiVl5eH+fPnAwAqVKiAfv36OXT9pUuXkJiYiMTERIvndOvWDfPnz0fFihVV1bU4mj59usOhkhbBlLOBlEKrYGrKlClW/+wUJElyT6g2beReUdnZcg+p5GTgjz+ArKzC1+TlyT2utmyRe19VrAj06iUHVL16ATVqOFxtIiIiIiIiIg7fU2vNmjX4999/AQCDBg2Cn5+f3dd+9NFH+PDDD9G/f380a9YMlStXhq+vL3Q6HZo1a4aYmBgkJydj7dq1qFWrlqteQpHm7+/v1HVqhvKpDaQUaofyTZkyBfHx8Rg5cqRT95frIM8p9eWX8hxTBw4AM2cCDz8MlCtn/ppLl4zDAWvWBNq2Bd56C0hLA27fdroqREREREREVMJIQnBK45Ju3759aNGiRb7HMjMz0bx5cw/VyLINGzaga9euhuP09HR06dLF6fJsrdxXkFaBlNoylUAqISEB4eHhmr4nips3gfR0uRdVcjJgsgikRYGB8oTpylC/Bg1UV4OIiIiIiIqRovT9k1yPPaWoRHOkx5QrAinA8R5TpoFUXFycJnUwp2xZIDISmD4d+Ptv4Phx4NtvgcceA3Q689dcuwYkJQH/939ASAjQtCkwdqw8NPDGDZdVlYiIiIiIiIoghlJU4tkTTLkqkFLYG0y5K5Ayp04dYORIYOlS4MIFuRfVO+8A7dtbvubgQeDTT+XhgMpcVB9/LPe6stRHMzdXHgq4cKH8MzfXFa+GiIiIiIiIPI2hFBGsB1OuDqQUtoIpTwZSBZUuDXTpAkyZAmzfDpw9C/z4IzBkCFClivlrbt0CUlKA2FjgvvuAevWAF14Ali0Drl6Vz1m2DKhfH4iIAJ5+Wv5Zv778OBERERERERUvDKWI7jEXTLkrkFJYCqa8KZAyp2pV4JlngB9+AM6ckYOqKVOArl2BUqXMX3PihHE4YKVKQPPm8v7Jk/nPO3UKePxxBlNERERERETFja/WBZ44cQJZWVk4c+YMrl+/DgAICAhA9erVUb9+fdSpU0frWxJpRgmmIiMjDZOFZ2VluSWQUijBVFRUFCIjIxEeHo6kpCSvDaQK8vGRh/S1by8P77t6FVizxjhh+okTha/JzQX27zdfnhCAJAGvvgr072855CIiIiIiIqKiRXUodeDAAaxYsQIpKSnYtm0brly5YvX84OBgdOzYEZGRkejbty+aNm2qtgpEmgoNDcWyZcvQs2dPAEBqaqrbAimFEkzpdDokJSUhOjq6SARS5pQvDwwcKG9CAPv2yeHUqlXAunXysD5bhJDDrPR0IDzc5VUmIiIiIiIiN3Bq+F5OTg6++uordOzYES1atMAbb7yBlJQUXL58GUIIq9vly5eRkpKCN954Ay1atECHDh3w1Vdf4QaX5iIvkZ2djYkTJxqOJ06caHVVPleZOXOmYT8tLc3mqnxFgSQBLVoA48fLodSlS8DvvwO9e9t3/enTrq0fERERERERuY9DoZRer8fEiRNRu3ZtvPzyy/jf//6XL3ACAF9fX9SpUwft2rVD586dERYWhnbt2qF27drw9ZU7Zples3PnTrz88suoXbs2Jk6cCL1er/2rJLKT6RxSGRkZyMjIsLoqn6uYziGl1+ttrspXVPn7A336AG+9Zd/5NWq4tj5ERERERETkPnYN38vNzcVnn32GhIQEXLlyxRBAAUCLFi3QvXt3dO3aFW3btkWjRo0gSZLZcoQQOHToEP766y+kp6fjzz//RGZmJgDgypUreP/99/HFF18gPj4eY8aMQSlOHkNuZGlSc2WOqaioKCQnJyMoKMil9TA3qbnpHFPunN/KXbp2BWrXlic1N/l4yad2bfk8IiIiIiIiKh7sCqXatGmDffv2GcKoBg0a4Nlnn8WTTz6Jxo0b230zSZLQpEkTNGnSBE888QQA4PDhw1i8eDHmzJmDo0eP4vLly4iNjcXs2bOxZ88eJ14SkeOsrbJnOvm5q4MpS6vsFZz8vLgFU6VKATNnyqvsSZL5YKppU05yTkREREREVJzYNXwvMzMTQgg89NBD+P3333HkyBG88847DgVSljRq1AjvvPMODh8+jJUrV6Jbt24QQhh6UBG5mrVASqEEU64cymcpkFIowVRxHco3cCCwdClQq5b559esAX76yb11IiIiIiIiItexK5R64IEHkJaWhrS0NERFRbmsMn369MHatWuRlpaGBx54wGX3IVLYE0gpXBlM2QqkFCUhmMrKAtauBRYsAD75RO45pXj+eeCffzxVOyIiIiIiItKSXaHUpk2b8NBDD7m6LgYPPfQQNm7c6Lb7UcnkSCClcEUwZW8gpSgYTBW3XoWlSgHh4cDgwcDYsYDpW3L1KvDMM8Ddux6rHhEREREREWnEodX3iIoLZwIphZbBlKOBlMI0mBo3bpzT9y8KJk4EwsKMxxs3AgkJnqsPERERERERaYOhFBVp8+bNc/gaNYGUQotgytlASqEEUyEhIQ5fW5T4+gLz5wPlyxsfmzIFSE/3XJ2IiIiIiIhIPdWh1I0bN3DmzBnk5ORoUR8ihyQmJmLKlCl2n69FIKVQE0ypDaQUQUFBmD59utPXFxX16wPffGM8zsuTh/FdvuyxKhEREREREZFKToVSO3bswJAhQ1C9enUEBQWhVq1aCAwMRPXq1TFkyBBs27ZN63oSmTVy5EjEx8fbFUxpGUgpnAmmtAqkFP7+/qrLKAoGDQJGjDAenzghT3wuhOfqRERERERERM5zOJSKi4tDaGgoFi5ciHPnzkEIYdjOnTuHhQsX4oEHHsDbb7/tivoS5RMTE4OEhASbwZQrAimFI8GU1oFUSfPpp0CTJsbjn38GEhM9Vx8iIiIiIiJynkOh1EcffYT//Oc/EDa6JgghMG3aNEybNk1V5YjsERcXZzWYcmUgpbAnmGIgpV5gILBwIVC6tPGxsWOBffs8VyciIiIiIiJyjq+9J547dw5xcXGQJAkA4OPjg759+yIsLAwVKlTA5cuXsXHjRqxcuRJ5eXkQQmDSpEkYPnw4qlat6rIXQATAEPLEx8fnO3ZHIKVQgqnIyEhERUUhOTkZQUFBABhIaen++4EPPgBee00+zskBBg8GtmwBypb1bN2IiIiIiIjIfnaHUnPmzMHt27chSRJq166N5cuXo3Xr1vnOef311/HXX3+hX79+OHnyJG7fvo05c+bgzTff1LziRAUVDKbGjh3rtkBKYS6YmjlzJgMpjY0bB6xeLW8A8NdfwFtvAZ984tFqERERERERkQPsHr63bt06w/6CBQsKBVKKNm3aYP78+YbjtLQ052tH5CDToXw6nc6tgZTCdCifTqdjIOUCPj7AvHmAaSfMmTOB33/3XJ2IiIiIiIjIMXaHUnv37oUkSWjdujU6d+5s9dyuXbuiTZs2EELg77//Vl1JIkeMHTvWsB8eHu7WQEoRGhqK8PBws3UibVSvDsydm/+x4cOB06c9URsiIiIiIiJylN2h1KVLlwDIPaHs0bZtWwDA5cuXHa8VkZOUOaR0Oh2io6ORlJRkdVU+V5kyZQqSkpIQHR0NnU5nc1U+ck6fPvJQPsX580BMDJCX57k6ERERERERkX3snlPqxo0bkCQJOp3OrvMDAwMN1xG5g7lJzZUJxgG4bfhcwUnNt27danbyc9LGBx8AaWnAzp3ycUoK8PHHxonQiYiIiIiIyGjECPfcZ84c2+fYHUoReTNLq+xZWpXPVcytsmdtVT5Sr0wZYOFCeVU+JQOfMAGIiADat/ds3YiIiIiIiLzN998DQrj+PvaEUnYP3yPyVpYCKYXp5OeuHMpnLpBSmE5+zqF82mvaFPj0U+PxnTvAU08BfJuJiIiIiIjMkyTXbfZiTykq0m7cuGE1kFK4useUtUBKwR5TrvXss8CqVcBPP8nHhw8DY8YUngydiIiIiIioJAsPt7+n1Lp18rkVKwKtW9s+f/duwJGpxR0OpdasWYNnn33W5nkZGRmGfXvOlyQJs2fPdrQ6VMLFxsbi+PHjVgMphauCKXsCKQWDKdeRJGDWLCAjAzh+XH5s3jygd29g8GDP1o2IiIiIiMhbrFlj/7mlSsk/O3YE/vjD9vkPPyx3FrCXw6HU/v37sX//frvOle712Zo3b55d5zOUIkcdPXoUa9eutRlIKbQOphwJpBRaB1OZmZlOX1vcBAcDCxYADz1kXIHvxReBBx4AGjTwaNWIiIiIiIioAIfmlBJCuGwjcsaMGTPsDqQUWs0x5UwgpdBqjqmtW7di3LhxTl1bXHXuDEycaDzW64Gnn5bnmSIiIiIiIiLvYXdPqZiYGFfWg8gpLVq0cOo6tT2m1ARSCrU9prZu3YrIyEiEhIRg7969TtWhuHrnHSA1FdiwQT7esgWYPBlw4Tz3RERERERExYoy+sSV7A6l5tizlh9REeJsMKVFIKVwNphSAqmWLVti0qRJ6N27t6p6FDe+vsD8+UCbNsCVK/Jj//kP0LOnPKkfERERERERWXfqlHH/9m37rrl1S/5ZurR95zs0fI+ouHF0KJ+WgZTC0aF8poFUcnIy/P39NalHcVO3LvDtt8ZjIYAhQ4CLFz1XJyIiIiIioqJi1y7j/smT9l2jnFe+vH3nM5SiEs/eYMoVgZTC3mCqYCDFlfuse/xxYORI4/GpU/Ixp7EjIiIiIiKy7qOP5J+SBBw6BBw9av38rCzg8GH5+1bt2vbdg6EUEWwHU64MpBS2gikGUs755BOgWTPj8a+/At9846naEBERERGRp/zzzz+IjY1Fs2bNEBAQgIoVK6Jjx47473//ixs3bqgqe9++ffj8888RExOD+++/H7Vr10bZsmUREBCAkJAQDBo0CL/99luRWOjt7l1g1Ch5jl7T6r72mvXr3njDuN++vX33sntOKaLiztIcU+4IpBSW5phiIOW8gABg4UKgUyfjOOhx44CuXYH77vNs3YiIiIiIyD2WL1+OIUOGQK/XGx67ceMGtm/fju3btyMxMRErV65Eo0aNnCr//fffx/z5880+d+zYMRw7dgxLlixBt27d8PPPP6NSpUpO3cfV1q0Dxo4Fdu+Wj0uXBho0kHtK/for8PDD8iJSHTsar9m1C5g0CVi+XO5VBQCPPmrf/RhKEZkoGEwp++4IpBQFg6n33nsPAwcOZCClQtu2wLRpwKuvysc3bwKDBwNbtwJly3qyZkRERERE5Go7d+7EoEGDkJOTg8DAQLz99tuIiIhATk4OFi1ahG+//RYHDx7EI488gu3btzv1ncvX1xedOnVC586d0apVK1SvXh1VqlTB5cuXsX//fnzzzTfYu3cv1q1bh379+mHDhg3w8fGewWvp6UBCgryKOSCHS0IAr78ONG8ODBsmP56cLG/+/kCFCvLCUtev57+mWTOgTx/77mt3KBUSEuLAy3GcJEk4cuSIS+9BZI+CwZQ7AymFEkx16tQJPXv2ROvWrRlIqfTKK8Dq1cDvv8vHe/bIH7CffebZehERERERkWuNHTsWOTk58PX1xerVq/Hggw8anuvevTsaN26MN954AwcPHsT06dPx7rvvOnyPxMRE+Pqaj1h69uyJ0aNH48knn8SyZcuwefNmrFixAtHR0c6+JM2kpgJTpgDr18vHSk8nQB6up8xu88MPQEqKHDpJEpCTI2/KNcowv8BA4PvvAXvzNrtDqaysLEimtdOQEMJlZRMRAfIH5Zw5QOvWwNmz8mOffw706gX06+fZuhERERERkWts3boV6enpAIDnnnsuXyCliI2NxZw5c7Bv3z7MnDkT77zzDkqXLu3QfSwFUopSpUrh9ddfx7JlywAA6enpHg2lfv9d7hmVkSEfmwZL9esDX34J9O5tPP+XX4AXXgAWLDBfniTJ06PMmWP/fFKAgxOdCyFcshF5E9M5pOxZlc8VlDmkwsLCkJqaiqysLKur8pF9qlaVU3tTI0YA//7rmfoQEREREZFr/frrr4b9ESNGmD3Hx8cHw+6NT7ty5QrWrl3rkrqYjny5efOmS+5hj44dgb595UDKtH9Q9eryQlEHDuQPpACgXDm5t9TOnUB8PDBgANCzJ/DYY3KPqt9/l+ehciSQAhzoKTVnzhzHSiYqgixNal5w8nNXMjepubnJz8k5vXrJH5rK8qYXLwJDh8pD+0qV8mzdiIiIiIhKokuXLuH8+fNOXVulShWrz2/YsAEAEBAQgPZWEpNu3boZ9jdu3IhevXo5VR9rFi1aZNhvZrpEuJv973/yTyWQqlVLXjnvhReAMmWsX9u6tbxpxe5QKiYmRru7EnkhS4GUpVX5XMHSKnuWVuXT0tWrV7Fnzx5Ny/RWDz8sYfny1jhwQH4P//wTeOmlLAwZctLiNa1atUL58uXdVUUiIiIiohKjS5cuTl9ra/TVvn37AACNGjWyOsTONCRSrtHChQsXcOjQISQmJho6+1SuXBnPPPOMZvdwhiQB9eoBb74JPPusvMqeJ3D1PSJYDqQU7gimLAVSClcHU3v27EHXrl01K8/7NQKwE0AgAOCbb2rhm2+eBLDN7Nnp6emq/rEkIiIiIiL3unnzJi5cuAAAqF27ttVzK1SogICAAFy/fh0nTpxQdd/w8HCsW7fO7HOVK1fGL7/8guDgYFX3UKNhQ+Ctt4CYGM+PFmEoRSWerUBK4cpgylYgpTAXTJGzDgN4GcDce8elASwE0A4A5+4iIiIiIirqTOfkDQwMtHm+Ekpdu3bNJfV55ZVXEB8fj8qVK7ukfHvt32//6niuZnco1ahRI8TExGDo0KGoX7++C6tE5D72BlIKVwRT9gZSioLB1KRJk1TXoeSaB6A3gMH3jhsC+ALAMI/ViIiIiIiItGE6mbifn5/N88vcm1ApJydH1X3nzJmD69evQwiBK1euYPv27fjqq6/w+eef4+jRo0hMTES1atVU3UMNS4HUyZPAli3yauVXrwIBAUClSkDLlkCbNvknRdeK3aHU0aNH8e6772Ly5Mno0qULhg8fjscff9yutJHIGzkaSCm0DKYcDaQUpsFUbGys0/e35osvvkBrGzPY3bhxA7GxsTh69ChmzJiBFi1aOH2/efPmITExESNHjnR4Djs11167VgrPPnsTp0+XvffIUNSunYlx46q47L0lIiIiIiKjDRs2oEmTJpqXW7ZsWcP+7du3bZ5/69YtAEC5cuVU3bdBgwb5jrt27YrRo0fjiSeewIoVK9CxY0ds2rTJ5pBCd7hzB5g3D5gxA7A2lZZOBwweDIwfDzRurGEFhJ0kSRI+Pj6Gnz4+PiIgIEAMHTpUpKSk2FuMy509e1YsX75cxMfHi6ioKFGpUiUBQAAQMTExmt1n0qRJhnJtbWvXrrVZ3vnz50V8fLxo1aqVCAoKEkFBQaJVq1YiPj5eXLhwQbN6m5OZmVmozpmZmS69p7PS09Pz1fObb75xqpyEhAQBQCQkJDhdF7VlZGRkCJ1OJ8LCwoRer3e6DH9//3zvSXp6ulNlFXxv7S1Hr9eLsLAwodPpREZGhlP39nR7bNokRKlSeQIQAhAiMDBPLFq0TZP3lYiIiIiIjNz5/TMnJ8dwj0ceecTm+QEBAQKAeOCBB1xSn/Pnzxu+vw0ePNgl93DE0aNCtG0rhCTl33x88m+mz/n5CfHBB0Lk5WlTB7tDqddee03UrFlTSJKUb1MCqjp16ogJEyaI/fv3a1MzJ1kLh7w1lNqyZYuoXr26xetr1Kjh9Jd9exTlUMrf39/h90aLAERtWVoEUopvvvnGo6GUEOqCKW9pjzJl3jOEUoAQzZvrBeDLUIqIiIiISEPu/v6pdFRp06aN1fMuXbpkqM8TTzzhsvpERkYavsvevn3bZfex5ehRIapUKRxEVasmRKtWxjCqfHkhqlYtHFI9/7w29bB7aqv//ve/OHHiBP744w8MHjzY0J1NyMEWTp48iQ8//BAtWrTAAw88gK+//hpXrlyxt3iXqFu3Lnr16uXy++zZs8fq1rFjR4vXnjhxAv369cOZM2fg6+uLN954A+vXr8f69evxxhtvwNfXF6dPn0a/fv1w8qTl5epLqpCQEERGRmLr1q12ne/skD1L4uLikJCQgPj4eEyZMsWua5wdsmeJmiFzWgkKCkJycjJatmxZZNvj/vtXo0uXu4bH9+0LAvCe6joREREREZHnKN+XDh8+jLt371o8b//+/Yb95s2bu6w+VapUASBPhaKsDOhud+4A0dHAxYvyPFFBQcDEicCRI8CZM8Du3cZzH3xQnmNqzx7guefk8yUJSEwEPvlEg8o4m2ZlZ2eL2bNni/DwcMOwvoK9p8qWLSsef/xxsXz5cnH37l1tYjQbJk6cKJYvXy7OnDkjhBDi2LFjLu8ppcbQoUMN5SxZsqTQ84sXL3ZJ/U0V5Z5Sq1atsruHjpY9cpwtW8seUgo1PZy0LseRHlPe2B7HjwtRoYKxtxSQK4AI9pQiIiIiItKIu79/vv3224b7bNmyxeJ5H3zwQb7vma7SrVs3w320+k7oqM8/N/Z4qlVLCHMD3pTno6LyP754sRClSsnPBwcLoXa2IXWJyj3//POPSEhIEE2bNrU4vK9atWpi/PjxYteuXVrc0m7eHEqdPn1a+Pj4CACid+/eFs/r3bu3ACB8fHzE6dOnnb6fJUU5lEpPT7crCHFlAGLvPVwRSAnhXaGUEPYFU97cHsuWmYZSQgCnBFCJoRQRERERkQbc/f0zIyPDcJ9Ro0aZPSc3N1c0b95cABDBwcEuG1Z34sQJ4efnJwCIevXqueQe9mjUyBg6WfqaYymUEkKI8eONz8+Yoa4udg/fs6Zu3bqIi4vD/v37sXnzZrz44ouoWLEiAOPwvnPnzuGTTz7B/fffj7Zt2+KTTz7BuXPntLh9kZWUlIS8vDwAwIgRIyyeN3z4cABAXl4ekpKS3FG1IsXW0DGth4hZYm3omNZD9rxZUW+PAQOAF180PbsmgO8ghMuqSkRERERELhIaGoquXbsCAGbPno3NmzcXOmf69OnYd2/pubFjx6J06dL5nk9LS4MkSZAkyfD93NTBgwfx559/Wq3H1atX8fTTTxtWARw2bJgzL0e1I0eAo0flX7937w506eJ4Ga+9Jg/hA4A//lBXH191lxfWqVMndOrUCTNnzsSKFSswb948/PHHH7hz5w7EvW91e/bsQWxsLN544w307t0bMTExiI6Ohp+fn9bV8WobNmww7Hfr1s3ieabPbdy4ES+88ILZ886fP+9UPS5duuTUdd5ECUKioqIQGRmJlJQUhIaGui0AUSj3iI+PNxyXpEBKUdTbY/p0IDn5OrKyAu49Eo1ffjmCe/+WERERERFRETJz5kx07twZOTk56NWrFyZMmICIiAjk5ORg0aJFmDVrFgCgSZMmiI2Ndbj8f//9Fz169ECbNm3w6KOPon379qhevTp8fX1x5swZbNy4EbNnz8aZM2cAAC1btsRbb72l6Wu01/btxv2+fZ0ro0YNoHFj4MABeVND81BKUbp0aQwYMAADBgzAxYsXsWDBAvzwww/Yvn27IZy6e/cufv/9d/z++++oUKGCxyb5UqtXr17YtWsXrly5guDgYLRo0QJRUVEYNWoUKlSoYPG6zMxMAED58uVRvXp1i+fVqFEDOp0Oer3ekN6aU7VqVedfRDFQMAgJDw9HUlKS2wIQhWkQsm3bNqSlpZWoQEpRlNvD3x94990DGD68BYCyAIAvvmiAESOAVq3cVXMiIiIiItJCu3btsHjxYgwZMgR6vR4TJkwodE6TJk2wcuVKVd/Z/vrrL/z1119Wz3nkkUcwZ84c+Pv7O30fNUwHrDVr5nw5NWsCBw/mL88Zmgzfs6VSpUoYM2YMtm7dir///htvvfUW6tSpA+lefy8hBC5fvuyOqrhESkoKzp8/jzt37uD8+fNYt24d3n77bYSEhOC3336zeJ2yml7t2rVt3qNOnToA5NX6yDIlCNHr9UhKSkJ0dLRbAxBFXFwcoqOjkZSUBL1eX+ICKUVRbo+GDW8AeM1wfPu2D556Crhxw8WVJSIiIiIizfXr1w+7d+/GuHHj0KRJE/j7+yM4OBgdOnTA1KlTsXPnTjRq1Mipsjt37oxVq1bh9ddfR0REBBo3bgydTgdfX19UrFgR7du3x0svvYQNGzZgxYoVhhX4PCE727iv5ivqzZvyzzJl1NXHZT2lLGnYsCHatWuHv/76CydOnDAEU0VRq1at8OijjyI0NBQ1a9bEnTt3cODAAcyfPx+rV6/GlStX8Nhjj2H58uXo06dPoeuz7/1pCAwMtHmvgAB5GNG1a9e0fRHF0MyZMw37aWlp2Lp1K0JDQ91ah61btyItLS1fnTwRxniDot0eXwDoBSAaAJCZCcTGAl995YpaEhERERGRK9WrVw8ff/wxPv74Y4euCw8PN4z4Mqd06dLo1asXevXqpbaKLhcQYNx3Nl64exfYu1eel6pmTXX1cUtPKUCeC2nUqFGoXr06nnrqKSQnJxfpQOrVV1/F7t278d5776Fv3764//770alTJwwbNgyrVq3C119/DQDIzc3FyJEjcVOJEU0oj9kzl1aZe/FjTk6Ohq+i+DGds0iv11ucbNuVTOcs0uv1FifbLgmKR3s8C+Bfw9HXXwO//OKSqhIREREREblUtWrG/dOnnSvju++MgVZEhLr6uLSn1NGjR/H999/jxx9/xLFjxwCgULpYr149DB06FDExMa6siuaCg4OtPj9q1Chs27YNs2fPxr///ouff/4ZzzzzTL5zypYtixs3bhhm37fm1q1bAIBy5cpZPMfZ1QwPHjyILs5Mue9lzE2ibW6ybVcyN4m2ucm2S4Li0x4XAQyFJKVCCDlIHzkS6NgRsGPkLRERERERkdcwnUdq507AzGKCVq1fL48eUaKdoUPV1UfzUOrq1atYtGgRvv/+e2zZsgVA4SAqMDAQjz32GGJiYhAeHq51FbzGqFGjMHv2bADAunXrCoVSQUFBuHHjhl1D8q5fvw7A+lA/Z8elFtUJ5k1ZWtXN0ipwrmBtVbeSFkwVv/b4E08/fRLz58tzu126BAwZAqxZA5Qq5ZLqExERERERaa5VKyAwUJ5bKjXVvmv0enm43vz5wLffysP3AOCZZ4BOndTVR5NQKjc3FytXrsQPP/yAFStWGHr+mIZRkiQhIiICMTExeOyxxzw207w7tWjRwrB/6tSpQs/Xrl0bZ8+eNUx4bo0ywbky4TkZWQpAFO4IQqwFIIqSEkwV1/YYOfI4Dh6sg23b5ON164APPwTeeUfTqhMREREREblMqVLykLvly4F9++SwqWVLy+evWgUUHCgmSUDnznJApZaqOaW2bduGV155BTVq1MCAAQOwbNky3Lp1C0IIQyDVpEkTTJkyBVlZWUhNTcXQoUNLRCAFwOacWUpodfXqVZw5c8bieadPn4ZerwcANG/eXLsKFgPz5s2zGoAolCDEFXMa2ROAKOLi4or1HFO2AilFUWwPX1+BhQvl3yooJk0CNm/WquZERERERESu9/TT8k9JAj791L5rJEnefH2BV1+VR42ULau+Lg73lDpx4gR+/PFH/PDDDzhw4ACAwsPzgoODMWjQIMTExOCBBx5QX8siKjMz07Bf08yU9F26dMEPP/wAQB7eN2jQILPlrFu3zrDfuXNnjWtZtCUmJtoMQBSu6KHjSACi0LrH1I0bN1RdrxV7AylFUWyPhg2BL78Ehg2Tj3Nz5Q/0XbuA8uVVVZ2IiIiIiMgtHn3UuKL4vTXVCjHtY+PnB7RtC3TvDowaBdStq11d7A6l5s6di++//x7r1683hFCmYVSpUqXQu3dvxMTEIDo62rBaXEn2zTffGPa7detW6Pno6GiMHj0aeXl5mDNnjsVQau7cuQAAHx8fREdHu6SuRdXIkSMdCnW0DEKcCUAUWgVT2dnZiI2NdepaLTkaSCmKYnsMHSp3YZ0/Xz7OygJGj5aPi/CCokREREREVEL4+QEvvGD9nKNHAR8f+ZfvDny1cpjdw/eeffZZrFu3Dnl5efmG57Vq1QofffQRTp48iRUrVuCJJ54o8oHU3LlzIUkSJEnCu+++W+j5PXv24PDhw1bLmDVrFhITEwEA1atXx4ABAwqdU716dcPk56tWrcLSpUsLnfPTTz9h1apVAIChQ4eievXqjr6cYs2ZVRu1GDqmJgBRqB3Kl52djaioKBw9etTha7XkbCClKIrt8eWXQEiI8XjhQuD77x2+JRERERERkVeqW1debdyVgRTg4PA9JYiqUqUKnn76acTExKBt27auqJfTNmzYkC8wMl1Z7vDhw4ZeR4rhjq5/CGDHjh0YOXIkIiIi0KdPH7Rq1QqVKlXC3bt3sX//fsyfPx+rV68GIPcgmzVrFgICAsyW9f777yM5ORnnz5/H4MGDsX37dvTt2xcAsGLFCkyfPh2A/J4XxzmIPEVNDx0tAhCFsz2mlEBq7969mDFjBkaNGuV0HdRQG0gpvLE9Ro4cafE8nQ5YsADo0sW48sRLLwFhYUDjxk7fnoiIiIiIqGQRdipTpox47LHHRFJSkrhz5469l7ldTEyMAGD3Zs6cOXMMz0+aNMnq89a2SpUqiV9//dVmnbds2SKqV69usZzq1auLLVu2qH1rLMrMzCx0z8zMTJfdT4309PR89UxPT1dVnl6vF2FhYUKn04mMjAyb52dkZAidTifCwsKEXq9XdW9TCQkJAoBISEiweW7BOmv1njhajiN1tpe3tYet9+ODD4QAjFv79kLcuqVZNYiIiIiIip2i9P2zpMrJEeLMGXm7edO197J7+N7p06exdOlS9OvXD76+Ds+PXqw8/PDDmD17NkaOHIn27dujdu3aKFeuHMqWLYuaNWuiT58+mDlzJo4ePYr+/fvbLK9Tp07Ys2cP4uLi0LJlSwQGBiIwMBCtWrVCXFwc9u7di06dOrnhlZU8jgwd07JHTkH2Dh0z7SGlxcTg1libQF2rHlIFeVN7WOsppXjjDXmyP8WOHYCGbwcREREREZHLXbkCfP458PDDQNWqgL8/UKOGvJUrB1SrBvTtK09jcvWqxjd3beZFRUFRSqq17imlsNVDx1U9cgqy1vvIUh1d1VOqZcuWZl+rK3pIFeQN7WHv+3rqlBCVKuXvMbVqlUuqRERERERU5BWl75/F3d278ugPf38hJMm4+fiY35ckIQIChJg6Vb5WC3b3lCIqzqz10HFlj5yCLPWYcmcPKcXRo0cRFRWF7Oxsw2Ou6iFVkLe0hz1q1gTmzMn/2LBhwLlznqkPERERERFRdjbQuTPw4IOAmXXXcPOm3DNqwgR5H5BXE1dWFLe0n5MDvPUW8MgjxuvUsCuUevXVV3Hx4kX1d7PTxYsX8eqrr7rtfkSA+SDEEwFIwWDKE4EUAMyYMQN79+41BFPuCqQU3tIe9ujXT57oXHH2LDBihNxvioiIiIiIyN1++w3YsgXIyABaty78/LBhQGqq8djfH3jiCXmI3p9/ylOT7NgBrFkDfPEF8Pjj8lA+QA6oVq8GYmLU19OuUOrTTz9Fw4YNERcXh/Pnz6u/qwXnzp3DhAkT0LBhQ3z22Wcuuw+RJaZBSKdOndCpUyePBCCmwZROp3N7IAUALVq0QEpKCvbu3QudTufWQErhLe1hj//+F2jZ0nj8++/Ap596rj5ERERERFRy/fmncf+JJ/I/t3o18PPP8i/RJQno3x84cgRYtAgYNQro1g1o21bewsOBF18EFi8GDh8GoqPlMiQJ+OknuSw17Aql/P39odfr8cEHH6BevXqIiYnB+vXr1d3ZxPr16zF06FDUr18fU6dOhV6vR0BAgGblEzkiKCgI7733nuH4vffe80gAMnbsWMN+eHi4WwMpRWhoKMLDw83WyV28pT1sKVdO/hAvW9b42BtvALt2eaxKRERERERUQv31l/wzODj/L88B4LvvjPv9+8sBVbVqtsusUQP45RdjMAUUnsrEUXaFUgcOHMCTTz4JIQRu3ryJH3/8EREREahVqxZGjx6Nn376CWfOnLH7pqdPn8ZPP/2E0aNHo1atWoiIiMCCBQtw8+ZNCCEwaNAg7Nu3z+kXRaTG1q1bMXDgQLRu3RqtW7fGwIEDra4C5wrKkD2dTofo6GgkJSVZXZXPVaZMmYKkpCRER0dDp9MVmmPKHbyhPex1333Axx8bj2/fBgYPBq5f91ydiIiIiIio5DlxQu4J1bhx4ec2b5Z/SpI8ukOZL8peptcoZTnL156TatWqhUWLFmH8+PF45513sGbNGgDAmTNnMGvWLMyaNQsAULlyZTRt2hS1a9dGpUqV4O/vDyEEcnJycOHCBZw8eRIHDhwoND+VuDfxSmRkJBISEjzSI4QIKDyJNgBERUUhMjLSbcPnzM0hpcznBMBtw+fmzZuHxMREw5A95b2Jiopy2/A5b2gPR734otyF9ddf5eP9+4Fx44B7H5NEREREREQup9fLP8uXL/zcuXNyYNWqFVC7tuNl16kj/0J+7155Pl017AqlFKGhoUhJScH//vc/zJgxAz///DNumky3fv78eVy4cMFqGaLAzL9ly5bF448/jldffRX333+/I9Uh0pSlSbSTk5PdFoRYmtRcCaLcGUyZBlKA8e+/u4Ipb2gPZ0gSkJgIbNsGnDolP/btt0CvXvLkgERERERERK6m9GQyN2ojOFgOkypXdr78KlXknxUqOF8GYOfwvYLuv/9+/PDDDzhz5gy+++47DBgwADqdDoAcOlnbAKB8+fIYMGAAvvvuO5w5cwbff/89AynyKGuruplbBc4VbK2yV3BVPlcbOXJkofBLCaZMV+VzBW9ojxs3bjh9baVKwA8/5O8G+/zzwPHjGlSMiIiIiIjIhooV5Z9HjhR+LiRE/q7iwCxMhZw+Lfe2CglxvgzAwZ5SBel0OgwfPhzDhw+HEAL79+/H7t27cezYMZw9exbX70VyAQEBqF69Oho0aIDWrVujadOmkBwdtEjkItYCEIUShLiqh46tQErhzh5TMRbW93R1jylvaY/Y2FhVZUREAG+/DfznP/LxlSvAkCHA2rVAqVLq60hERERERGRJSIgcOp07B+zYAbRvb3xu0CBgyxZg3z7g4EGgSRPHyj50SJ6mBACeekpdPVWFUqYkSULz5s3RvHlzrYokcjl7AhCFq4IQewMpRcFgynR1PHdxVTDlTe1x9OhR1WW9+y6wZg2QkSEfp6cD778PTJyoumgiIiIiIiKLwsOBTZvk/fh44Pffjc8NHw7MnAkcOwaMHg0kJwOlS9tX7u3b8jy6ANCgAWChL4PdnBq+R1QcOBKAKLQeOuZoIKUwHco3b948VXVwltZD+bytPWbMmKGqLED+YF+wADB9KZMnAxs3qi6aiIiIiIjIopgY4wiN5GTguecAZUpwnQ74+Wd52pG1a4GePY09n6zZv18+Ny1NHh7488/5v+s4g6EUFWnOzvvjTACi0CoIcTaQUijBVGJiolP314JWwZQ3tkeLFi2cKqegkBDgm2+Mx3l5wNNPy8P5iIiIiIiIXKFRI2DUKOM8t3PmAHXrAq+8Is9/e/Ys8Mkn8oTl6elAy5ZAjx7Ae+8BS5YAKSnAqlXy/uTJ8vQk990HbNggh1mffAJcvQqsW6eunpoN3yPyhNjYWGzatMmhEENNAKJQO3RMbSCliIuLwz///OMVwZSzQ/m8tT02bNjgcD0sGTxY/kBXOrUdPy7/A7FoUf7J0ImIiIiIiLTyySfAP/8AK1fKk5JfuAB8/nnh8yRJfn7tWnmzRJLk7cIFYOhQ4+N5ec7XkT2lqEg7evSoQz10tAhAFM720NEqkFJYmpDcnZztMVUc28OSzz6Tf1uhWLJE/m0FERERERGRK5QqBSQlyeFUtWrGUMl0A+RASgjjdebOKXheweecxVCKirQZM2bYHYRoGYAoHA1C3BWAeIKjwVRJa4+gIGDhwvwTCI4ZY9/YbSIiIiIiImeNGQOcPAn89hvw5ptAVBTQoQPQuDFQv37hrV69/Ju1c+rXV1c3Dt+jIq1FixZ2DR1zRQCisHfoWHEOpBT2DuUrqe3RoYO8+t4bb8jHN27IQ/u2bAHKlHH57YmIiIiIqIQqVQro21fevAl7SlGRZ6uHjisDEIWtHjolIZBSsD2si40FIiONx7t2AW+/7bbbExEREREReQ2GUlQsWApC3BGAKCwFISUpkFKwPSzz8ZEnPK9c2fjYjBnyMq1EREREREQlCUMpKjYKBiFr1qxxWwCiKBiErFmzpsQFUgq2h2U1agBz5+Z/LCZGXpaViIiIiIiopGAoRcWKEoRs2rQJPXv2RP369d0WgCiUIKR+/fro2bMnNm3aVOICKQXbw7JHHgFeecV4fO6cHEypWU6ViIiIiIioKGEoRUTkIVOnAm3aGI9XrZKXayUiIiIiIioJGEpRsaLMWRQWFobU1FRkZWWZnWzblZQ5i7KyspCamoqwsDCzk22XBGwP68qWBRYuBMqVMz721lvA//7nuToREREREVHx1qCBdlv9+urq4qvJKyLyAuYm0U5JSUFkZCSioqLcMmzM3CTaoaGhiIqKQmRkpFcMG3MXtod9mjeXe0eNGiUf37kDDB4M7NgBBAZ6tGpERERERFQMHT8OCOHYNZKU/1gI+TFHyynIpT2lcnJy8O+//+L48eOuvA2RxVXdLK0C5wqWVnWztApcccb2cMzzzwMDBxqPDx4Exo71XH2IiIiIiKj4kiTHN0AOoJQQqmBI5SxNe0oJIbB06VLMnz8fGzZswOXLlwEAkiTh7t27+c69cOEClixZAgBo3LgxIiMjtawKlSCWAhCFEoS4soeOpQBEoQQh3tRDx1XYHo6TJODbb4GtW4GTJ+XHvvsO6N0bePJJj1WLiIiIiIiKoT//tO+8vDwgOxs4cgTYsAFYuRK4fVse0fHxx0DjxurrolkodeDAAQwaNAh79uwBIAdU1lSqVAmffPIJjhw5gurVq+PEiRPw8eEUV+SYzMxMvP766xYDEIUrgxBbAYjC24IQV7AVSCnYHoVVrAjMnw9ERBhX4HvhBSA0VP04bSIiIiIiIsVDDzl+zauvAqdPy99Rfv8diI0FUlKAjh3V1UWTFGjfvn148MEHsWfPHgghIIRAQEAAAgICLF4jSRJGjx4NIQTOnDmDtLQ0LapCJcy4ceNsBiAKVwwdszcAUXjj0DGt2BtIKdgehT30EBAXZzy+ehV45hmgQEdTIiIiIiIit6tRA/jtN6BXL7kH1aBBwLVr6spUHUrl5uZi4MCBuHLlCoQQ6N69OzZv3ozs7GwMHz7c6rVPmoxLWb16tdqqUAkUEhLiUC8bLYMQRwMQhdZByLx581RdrwVHAylFcWwPteLjgc6djcebNgEJCZ6rDxERERERkcLHB/j0U3k/KwtYsEBleWorNH/+fBw4cACSJGHgwIFYvXo1OnXqZNe1tWrVQoMGDQAA27dvV1sVKoGmT5/u8LAvLYIQZwMQhVZByJQpU5CYmOjUtVpxNpBSFKf20IKvrzyMr3x542NTpgDr13usSkRERERERAaNGwONGsn7P/2krizVodQvv/wCAChbtiy++uorh+eFatmyJYQQOHTokNqqUAnk7+/v1HVqghC1AYhCbRAyZcoUxMfHY+TIkU7dXwtqAymFN7ZHZmamU+VooV49YNYs43FenjyM79Ilj1WJiIiIiIjIoHZtecEmtVGO6lBqx44dkCQJXbp0QZUqVRy+vnLlygCAixcvqq0KkUOcCUK0CkAUzgZTSiCVkJCAmJgYVXVwllaBlMLb2mPcuHGqylLrySeBZ581Hp88CTz/vHEJViIiIiIiIk+5ckX+bnLmjLpyVIdS58+fBwDUd3J5qNKlSwMA7nImX/IAR4IQrQMQhaPBlGkgFWc6K7YbaR1IKbypPUJCQjQpT41PPwWaNDEeL1sGfPut5+pDRERERER09Sqwf7/cU+r2bXVlqQ6lypQpAwC4c+eOU9croVaFChXUVoXIKfYEIa4KQBT2BlPuDKQsTaDuqkBK4S3tMX36dE3LdEZAALBwIXAvuwcgL8XqwZGFRERERERE+OMPYO1aIC1NXTmqQ6lq1aoBgNNzQm3duhWSJKFOnTpqq0LkNGtBiKsDEIWtYMrdPaQSExMxZcqUfI+5OpBSeEN7ODtfmdbuvx/48EPjcU4OMHgwcPOm5+pERERERETFz8mTwNKlwBdfAP/5DzBzJvDjj8CuXfmnESlfHnjoIeOmhupQ6sEHH4QQAtu2bcPZs2cdujYlJQWnTp0CADyk9pUQqWQuCHFXAKKwFEx5YsjeyJEjER8fbwim3BVIKbyhPbzFq68CvXsbj3fvBt5802PVISIiIiKiYuLOHSAxEbjvPqBuXXlu2zFjgLg4YNw4YNgw+RflFSoAo0ern9i8INWh1KOPPgpAHr739ttv231ddnY2XnnlFcPxE088obYqRKqZBiFdunRBly5d3B6AFAym+vfv75E5pGJiYpCQkID4+Hj079/frYGUwhvawxv4+ADz5gFVqxof+/RTYOVKz9WJiIiIiIiKtmPHgNBQ4IUXgH37jI9LUv4NAPR64JtvgJYt5ZEcWi3ApEko1aZNGwghMG/ePIwfPx63bcx0tWfPHjz00EM4cOAAJElCjx490KlTJ7VVIdJEaGgoli1bht27d2P37t1YtmyZ2wMQJZjS6/VISkpCdHS0RyY1j4uLQ3R0NJKSkqDX690aSCm8oT28QbVqcjBlavhw4PRpj1SHiIiIiIiKsGPHgE6dgL/+ko+VAKpqVbnXFCAHT0FBQJUqxufv3gUmTABGjdKmHqpDKUCeEFmn0wEAZs6ciQYNGmDMmDH4S3l19x5/++238dBDD6Fdu3bYvXs3AKBy5cqYPXu2FtUg0kR2djYmTpxoOJ44caLVVeBcZebMmYb9tLQ0m6vyucLWrVuRZjJznWmd3MVb2sMbREXJXWgVFy7I3Wnz8jxXJyIiIiIiKlru3AGio4GLF+WgKSgImDgROHIEOHNGni5E8eCDwNmzwJ49wHPPGcOpxETgk0/U10WTUKp169ZISkpClSpVIITAmTNn8OWXX2Ljxo2Q7vX1Gj9+PKZNm4aNGzciLy8PQgjUqFEDK1eu5CTn5DVM5yzKyMhARkaG1VXgXMV0Dim9Xm9zVT5XyMzMNAzZ0+v1hqF8BSc/dyVvaQ9v8sEHQLt2xuPUVMALFgokIiIiIqIiYtYseUVvIYAaNYCtW4FJk4D69S1f06KFfN2CBcZgavJkOdhSQ5NQCpAnKv/rr78wYsQIlC5dGkIIi5uvry+GDx+O7du3o0OHDlpVgUgVc5NoW1sFzlUKTmpua1U+Vxk3bly+OaTi4uLcGkx5S3t4mzJlgIULAdPFASdMALZv91ydiIiIiIio6DDt4bRoEdC0qf3XPvkkMHasvH/1KvDDD+rqolkoBQDVqlXD7NmzcfLkSSxYsABjxozBY489hp49e6J///544YUXMHv2bGRlZeG7775DjRo1tLw9kdOsrermziDE0ip7ngimQkJCCs0h5a5gylvaw1s1bQp89pnx+O5dYPBgoAS+FURERERE5IAjR4CjR+VeUt27A126OF7Ga68ZJ0D/4w919fFVd7l5lStXxlNPPYWnnnrKFcUTacpaAKJQgpDIyEhERUW5ZMJvS4GUQgmmoqKiEBkZ6fIV6KZPn272NSp1i4+Pz3esFW9pj3kFZxX3MiNGAKtWAUuWyMeHD8tLt86d69FqERERERGRFzMdYdG3r3Nl1KgBNG4MHDggb2po2lOKqKixJwBRuLKHjq1ASuHOHlP+puPDCnBVjylvao/ExETNynMFSZKXZK1Xz/jYvHnyGG8iIiIiIiJzzp0z7jdr5nw5NWvK30lMy3MGQykqsRwJQBSuCELsDaQUBYOpzMxM1XVwhtbBlLe1x8iRI1WX5WrBwcD8+YCPySf5iy/K3XGJiIiIiIgKMv3KpGawyc2b8s8yZdTVR5NQavXq1UhKSkJqaqpD16Wmpjp1HZFazgQgCi2DEEcDKYVpMDVu3Din76+WVsGUN7ZHTEyM0+W4U+fO8koZiuxs4Omn5WVeiYiIiIiITAUEGPevXXOujLt3gb175XmpatZUVx/VoVRmZiaioqIwYMAArFy50qFrV6xYgQEDBiAqKgpHjhxRWxUqgZyZ90dNAKLQIghxNpBSKMFUSEiIw9dqSW0wVVzaw5PeeQfo2tV4nJEBvPuux6pDREREREReqlo14/7p086V8d13xkArIkJdfVSHUkuXLjXsP//88w5d+/zzz0MIASEEFi9erLYqVAIlJiY6FIRoEYAo1AQhWgUgQUFBmD59utPXa8XZYKq4tYenlCoF/PijPJxP8cEHwNq1HqsSERERERF5IdN5pHbudPz69euB2Fi5lxQADB2qrj6qQ6n169cDAOrXr48WLVo4dO19992H+vXrAwDWrVuntioAgHPnzmHFihWYOHEi+vTpg8qVK0OSJEiShOHDh2tyDwC4evUq5s+fjxEjRqBNmzYoX748SpcujSpVqiAiIgLTp0/HlStXbJZTv359Q/2sbcr7RPmNHDnS7iBEywBE4UwQonUAYm1CcndyNJgqru3hKXXrAqZzswsh/wNx8aLn6kRERERERN6lVSsgMFDet3cmJb0e2LQJeOkloGdP4Pp1+fFnngE6dVJXH191lwP79u2DJElo27atU9e3a9cOWVlZ2Ldvn9qqAACqmfZFc5E//vgDAwYMwK1btwo9d+HCBaSlpSEtLQ0fffQRFixYgAi1/dnIopiYGNSrVw/x8fEAYDFUcEUAolCCkMjISERFRSE5ORlBFmaMKy4BiCXKa2J7eMZjjwHPPw98+618fOoU8NxzwC+/yCtjEBERERFRyVaqlDzkbvlyYN8+eW6oli0tn79qVf4RGYD83aJzZ+P3DjVUh1IX7/0avkqVKk5dr1x34cIFtVUppG7dumjWrBlWr16tabkXL17ErVu34OPjY/ji26ZNGwQHB+PkyZOYP38+Fi9ejDNnzqBv377YuHGjzdCuf//+VnuX+Pn5afoaihNbQYgrAxCFPUFIcQtALGF7eNaMGUB6OrB/v3z822/A118Do0d7tl5EREREROQdnn5aDqUkCfj0U2DWLNvXKL/kLlUKGDMG+PBDoHRp9XVRHUqVLl0ad+7cwU1lPUAHOXudJRMnTkTHjh3RsWNHVKtWDVlZWWjQoIGm9yhdujRGjRqFCRMmoG7duvmea9euHfr164fOnTvjlVdewY0bNzB+/Hj8+eefVssMDg5GS2vxJFllKQhxRwCisBaEFNcAxBK2h+cEBACLFgGhocDt2/Jj48fLE6HzI4aIiIiISrJ//vkHn376KVauXIkTJ06gTJkyaNiwIZ588km89NJLqqZGuXHjBpKTk5GSkoLt27fj8OHDuHbtGnQ6HZo0aYLevXvjxRdfRPXq1TV8Rc559FHgq6/k/TJlzJ9jOtLCzw9o2xbo3h0YNUqeOkQzQqX69esLHx8fERYW5tT1Dz74oJAkSdSpU0dtVcw6duyYACAAiJiYGJfcw5IOHToIAMLHx0ecP3/e7Dn16tXzSN1MZWZmGt4jZcvMzPRYfaxJT0/PV8/09PR8zyckJAgAIiEhQej1ehEWFiZ0Op3IyMhwWx0zMjKETqcTYWFhQq/X56uTK9h6T9xdjqmi3B6ueD/c6ZNPhJBnlpK3++4TIjlZiAULhFi7Voi7dz1dQyIiIiIqiTz1/TMpKUnodLpC91a2Jk2aiEOHDjlV9l9//SUCAwMtlq1sOp1OLFq0SONX5hr//CPEiRNC6PWuvY/qnlKtWrXCP//8g23btuHUqVOoVauW3deeOnUK27ZtgyRJDk+SXhSEh4dj+/btyMvLw7Fjx1C5cmVPV6nYM+2hEx8fD51O5/IeOQWZ9tDR6XQAUCx75NiD7eE5r7wCrF4N/P67fPz330BUlPH52rWBmTOBgQM9Uz8iIiIiInfZuXMnBg0ahJycHAQGBuLtt99GREQEcnJysGjRInz77bc4ePAgHnnkEWzfvt3inLSW6PV6XLt2DQDQuXNn9O3bFx06dEClSpVw/vx5LFu2DN9++y30ej2eeeYZ6HQ69OnTxxUvVTOa9oayQvXqe7169QIA5Obm4vXXX3fo2tjYWOTm5gIAevfurbYqXsd0IvRSpUq5/H7nz593art06ZLL6+ZOY8eONeyHh4e7NQBRhIaGIjw83GydShq2h2dIEjBnDlC+vPnnT50CHn8cWLbMvfUiIiIiInK3sWPHIicnB76+vli9ejUmTJiABx98EN27d8esWbMwbdo0AMDBgwcxffp0h8v38fHBk08+ib///hsbNmzAW2+9hZ49e6Jdu3bo1asXvv76ayxbtgySJCE3NxdjxoyBEELrl1kkqQ6lYmJiUKFCBQDA4sWL8fLLL+POnTtWr7lz5w5eeuklLFmyBACg0+kwfPhwtVXxOuvWrQMgz0HVqFEjq+euX78ebdu2RVBQEPz9/dGgQQMMGjQIv/76q91/WKtWrerU1qVLF9Wv1VsocxbpdDpER0cjKSnJ6gTyrjJlyhQkJSUhOjoaOp0OUVFRyM7Odns9PI3t4VmVKlmefFD5WHn1VeDe7waIiIiIiIqdrVu3Ij09HQDw3HPP4cEHHyx0TmxsLJo3bw4AmDlzps1Mo6CwsDAsXrzY6giw/v37Y+C9YQpHjhzBzp07HbqHlm7eBP75x7h5kupQKigoCO+//74hOPnqq6/QtGlTfPDBB9iyZQvOnTuHGzdu4Ny5c8jIyMAHH3yApk2b4uuvvwYASJKE9957zxBsFRcrV67E7t27Aci9wJRhQ5YcO3YMf/31F65du4acnBxkZWVhyZIlGDBgALp27YpTp065o9pFWsFJtH/77TckJCQgPj7erUGI6STav/32G1JSUrB3794SE4Qo2B6el54OWFvYVAjgxAn5PCIiIiKi4ujXX3817I8YMcLsOT4+Phg2bBgA4MqVK1i7dq1L6hIREWHYP3LkiEvuYY8vvgAaNJC3oUOtn5uUBPToAQQHA2XLAo0ayavvnTmjTV1UzykFAC+++CIyMzPx+eefQ5IkZGVl2ZyvRQmxRo8ejTFjxmhRDa9x6dIlvPTSSwDkYXvvvfeexXP9/PwQHR2NXr16oWXLlihfvjyuXLmCzZs346uvvsKJEyewceNGREZGYvPmzShvaSxOCWdpVTdLq8C5irlV3aytAldcsT28w+nT2p5HREREROQKly5dwvnz5526tkqVKlaf37BhAwAgICAA7du3t3het27dDPsbN240TFWkJXdP8WPJ8uXydB9CAG+8Yfm8qVOBt9/O/9jRo3KotXAhsGYN0KaNyspoOWv6V199JXQ6nZAkyeYWFBQkvvzySy1vb5a7V9+7e/euiIqKMtxz0qRJVs+/fPmyxef0er3o1auXoaxx48ZZLQs2Zvp3ZCtKq+/Zs6qbq1fAs+ceBVeB04q3rb5XXNqjqK++J4S8yp7pCnyWtrVrPV1TIiIiIiopzK2+p2azpXLlygKAaNOmjdXzLl26ZCjziSee0OjV5hcdHe3x79y3bglRtqwQkiRElSqWV+XevVsIX1/5PB8f81uTJnJ5amgaSgkhhyxTp04VERERwt/fP18Q5e/vLyIiIsS0adOshjFacnco9cILLxju17dvX3FX5brrV65cERUrVhQAREBAgLhlpcXPnTvn1LZhw4YiG0qtWrXKZgCicGUQYm/ZrgimvCmUsieQUnh7exSHUOruXSFq15b/ITEXRkmSEHXqWP6HiIiIiIhIa+4MpXJycgznPfLIIzbrFhAQIACIBx54QKuXa7Br1y5RqlQpAUC0atVK8/LttXWrHChJkhDDh1s+b9gw43lNmgixbZscQK1dK3/HUJ774Qd19dE8lCpIr9eLU6dOadozxBHuDKXeeustw726du0qbty4oUm5//d//2cod+PGjZqUacrch0JRCaVatmxpVwCicEUQ4miZWgdT3hJKORJIKby5PYpDKCWEED//LP9jYS6YkiT5eSIiIiIid3FnKHXu3DnDeYMGDbJZt6pVqxq+Z2rp5s2bokOHDoa6JCUlaVq+I+bPNwZKX3xh/py7d4XQ6YzfIwrGEH/8YSxj4EB19VE90bktQUFBqFmzZrGds0UxdepUfPjhhwCA+++/HytWrEC5cuU0Kdt0Bn9OeJ7f0aNH881ZZEtcXJymk22bm7PIFmVOI60m287MzFR1vRYszSFlS3FsD28zcCCwdClQq1bh5374QX6eiIiIiKg4unnzpmHfz8/P5vllypQBAOTk5Ghaj5dffhnbt28HAMTExKBfv36alu8I0wnKGzQwf862bcC1a/J+48ZAWFj+56Oi5InPAWDXLnX10WSi85Luyy+/xFtvvQUAaN68OVatWmVztT1HSJKkWVnFzYwZM+wOQBRaTbbtTACi0Gqy7a1bt2LcuHEOX6clZwMphbe2R3EycCDQv788UeE77xgf1/BjioiIiIjIaRs2bECTJk00L7ds2bKG/du3b9s8X5mIXKsOJgDwwQcfIDExEQDQsWNHfPHFF5qV7QzTvM3SOmppacb9qCjz5zRtCmRkAOfOqasPQymVfvjhB7z88ssAgJCQEKSmpqJy5cqa3sO0J0zNmjU1LbuoM+1F5gi1QYiaAEShNpjaunUrIiMjERISgr179zpVB7XUBlIKb2yPSZMmOVWOtypVSl66ddIk4O5d+bGUFMCDv6QhIiIiIgIAVKxY0eYqes4w/X51Ten6Y8X169cBAIGBgZrc/5tvvsGECRMAAM2aNcPvv/+OgIAATcp2luntLXUIW7fOuP/QQ+bPUd5ak85oTnFZKHX9+nXo9XrcuXPH7mvq1q3rquq4xLJlyzBixAgIIVC7dm2sWbNG89Do6tWrWLRoEQDA398fHTp00LT8kszZIESLAEThbDClBFItW7bEpEmT0Lt3b1X1cIZWgZTC29ojNjZWVVneKCgIeOAB4N6quEhJ8Wx9iIiIiIhcqWzZsqhUqRIuXryIkydPWj338uXLhlCqTp06qu+9cOFC/N///R8AoF69ekhJSdG8A4szqlc37u/bB/Tokf/5nBxg/Xp5FloA6NrVfDk3bsg//f3V1UezOaXy8vLw448/4pFHHkHVqlWh0+lQu3ZtNGjQwK4tJCREq6qoNnfuXEiSBEmS8O6775o9Z/Xq1Rg8eDByc3NRtWpVpKamon79+g7dJzk52epY1WvXruHJJ5/ExYsXAQDPPfecYYwracPROY20DEAUjs5pZBpIJScnw1/tp4ATtA6kFN7UHkePHtWkPG/Tq5dxf/9+wMa/zURERERERZoyuubw4cO4qwwZMGP//v2G/ebNm6u6Z1JSEoYNG4a8vDzUqFEDa9asQe3atVWVqZV27Yz7CxcWfn7+fGPvp1atgKpVzZdz+rQcXFWrpq4+mvSUysrKwqOPPoo9e/YAAIQSqXnAhg0bcPjwYcPxhQsXDPuHDx/G3Llz850/fPhwh++xZcsWDBgwALdv30bp0qUxY8YM3Llzx+oQqtq1ayNYmQnsng8//BDPPPMMBg4ciC5duqBhw4YIDAzE1atXsWnTJnz99dc4fvw4AKBp06YWAzJSx94eOq4IQBT29pgqGEi5cgGBzMxMdOnSpdDjrgqkFN7SHjNmzMCoUaM0LdcbREYCEycaj1NSgBEjPFcfIiIiIiJX6tKlC9LT03H9+nXs2LEDnTp1MnveOpMxa507d3b6fmvWrMGTTz6Ju3fvolKlSkhJSUHDhg2dLk9rTZvK2/79wObNwFtvAe+9B/j5ycP2TOegfeIJ82Xo9UBWlrzfuLHKCqlbvE+I69evi5CQECFJUr7N399f1KpVS9SvX9/uTQsxMTGql4+cM2eO4flJkyYVen7SpEkOL1M5Z86cQuV069bNrmu7desmTp48qcn7Y465JTkzMzNddj810tPT89UzPT1ds7ITEhIEAJGQkODQc1rKyMgQOp1OhIWFCb1eb9dzWr0nBcvx9/cXGRkZ+c7R6/UiLCxM6HS6Qs9pzdPt4co/a550544Q5csLIf9eQ4jBgz1dIyIiIiIqSdz9/TMjI8Nwn1GjRpk9Jzc3VzRv3lwAEMHBweL27dtO3Wvjxo0iICBAABDly5cX27dvV1N1l/nuOyF8fISQJHkLCBAiOFje9/GRt4AAIU6fNn/94sXG6999V11dVPeUmjlzJo4dOwZJkuDr64uxY8fi2WefRbNmzdQWXex99NFHWLNmDTZv3owDBw7gwoULuHLlCvz9/VGzZk106tQJgwcPRq9evbgCnxtY6qHjyh45BVnqMeXOHlKKkJAQREZGGnpDubqHVEHe0B7Fka8v0L078Msv8nFqKpCXB/hoNpibiIiIiMh7hIaGomvXrkhPT8fs2bMRExODBx98MN8506dPx759+wAAY8eORenSpfM9n5aWhoiICABATExMoRFYALBr1y488sgjuH79OgICArBy5Uq0b9/eNS9KpREjgKQkeRPCOD8UIB9Lktx7ynT+KVPffWfct7Q6n71Uh1K//vqrYX/BggV47LHH1Bapyty5c83+AXHE8OHDrQ7re/fddzUZStehQwdOXO5lCgYhyr47A5CCwdR7772HgQMHujWQAuQP5smTJyMyMhLLli3DxIkT3RZIKbyhPYqjyEhjKHX+PLB7N9C2rUerRERERETkMjNnzkTnzp2Rk5ODXr16YcKECYiIiEBOTg4WLVqEWbNmAQCaNGni1IJHR44cQe/evXHlyhUA8i/Sy5cvb3WKn6pVq6KqpQmb3GDJEmDCBODzz4Hbt42PBwUBkycDY8eav04I4LnngGeflX+xbWE0pN1Uh1KHDh2CJEm4//77PR5IEWmhYBDiiQBECaY6deqEnj17onXr1m4NpAB5tcfk5GR06dIFPXv2BABkZGS4LZBSeEN7FDeRkfmPU1IYShERERFR8dWuXTssXrwYQ4YMgV6vx4QJEwqd06RJE6xcudKp71zp6ek4d+6c4XjcuHE2r5k0aZJH540uXRr473+B+Hhgyxbg0iV50vIHHgDKlbN8nSRZnmvKGaoHbNy6dQsA0JbfaIiIioSGDQHTxUJTUjxWFSIiIiIit+jXrx92796NcePGoUmTJvD390dwcDA6dOiAqVOnYufOnWjUqJGnq+l2Op28QvdTTwEREdYDKVdQ3VOqdu3aOHz4MO7cuaNFfYg8znTOIsD2KnCuoMwhFRYWZhi+Z21VPle4ceMGoqKikJWVhdTUVEycODHfHFPu4g3tUdxIktxb6ttv5eP0dHnZ17JlPVsvIiIiIiJXqlevHj7++GN8/PHHDl0XHh4OIYTF521NAUSWqQ6lHnroIRw6dAh79uzRoj5EHmVpEm13BiHmJjU3N/m5q8XGxuL48eOGECo0NBRRUVFuDaa8oT2KK9NQ6uZNYMMG4N4oTSIiIiIiIrdQPXzvxRdfhI+PD3bt2oUdO3ZoUScij7AUgMTFxSEhIQHx8fGYMmWKS+tgaZU9ZY6pvXv3IioqCtnZ2S6tBwAcPXo0X/gUFBSE5ORktGzZEpGRkdi6datL7+8N7VGcde8u95hSrF7tuboQEREREZH7fPWVPEm5j4/tuWV37pQnNm/bFmjWTP5F9vTpQE6ONnVRHUq1b98e77zzDoQQePrpp3H27Fkt6kXkVpYCEIU7ghBLgZTC3cHUjBkzCvWGclcw5Q3tkZmZ6ZJyvUWlSoDpCrWcV4qIiIiIqGRISjL+gvqNNyyf9+OPQGgoMGeOvGL3wYPAn38Cr78OtG4NnDihvi6qQykAmDx5MiZNmoTDhw+jVatWmDlzJk6dOqVF0UQuZysAUbgyCLEVSCncGUy1aNHC7OOuDqa8pT3sWTGjqDNdhW/XLsBkwRAiIiIiIiqG8vLkqTuEAIKCgMceM39eVhbwwgtAbq4cYBXcjhyRr7Uy1ZZdVM8pFRISYtgvXbo0Lly4gPHjx2P8+PEoX748ypcvD8l0jIgFkiThyJEjaqtD5BB7AxCFco6WcxrZG0gplGBKmWNq0qRJquvgKCWY0nqOKW9qj5CQEOzdu1d1ed4sMhL44APj8Zo1wODBnqsPERERERG51u7dwI0b8v7DDwNlypg/76OPgFu35P2qVYHPPpN7R23aBIwbB+j1wPbtwG+/AY8+6nx9VIdSWVlZ+UInZV8IgStXruDq1as2yxBC2BVcEWnJ0QBEoWUQ4mggpTANpmJjY52+vxpaB1Pe1h6TJk1C7969nS6rKAgLA/z9jf8opaQwlCIiIiIiKs4OHjTud+pk+bwlS4y9oGbPlgMsAGjSRA6yhgyRj3/6SV0opcnwPSFEoc3ac5bOJXKUs/P+OBuAKLQYOuZsIKVQgqmjR486dX8taDWUzxvbw9/f36lyipIyZYCHHjIep6So735LRERERETe6/Rp436jRubP2bULuHhR3q9d2xhIKZ58EggIkPfVrnenuqfUsWPH1BZB5LRx48ahbdu2DvXQURuAKNT00FEbSClCQ0MxY8YMjBo1yqnrtaC2x1Rxao+iKDISSE6W90+eBA4ckFfVICIiIiKi4uf6deN+hQrmz0lLM+736VP4+VKl5O8MO3bkD7mcoTqUqlevntoiiJwWEhLiUBCiVQCicCYI0ToAsTQhuTs5G0wVx/YoakwnOwfk3lIMpYiIiIiIiqeyZY37t2+bP2fdOuN+t27mz1ECLWUqEGdpMnyPyFOmT59u99AxrQMQhSNDx4pzAOLoUD62h3do2RKoXt14nJLiuboQEREREZFrVa1q3D98uPDzd+4Aa9cap/Xo2tV8OTdvyj/LlVNXH4ZSVKT5+/vbFYS4KgBR2BOElIQAxN5giu3hPSQJ6NnTeJyWJv9DRERERERExU+bNsb9ZcsKP//bb0B2trzfqBFQp475cs6elYOrypXV1YehFBV5toIQVwcgCmtBSEkKQNgeRY/pEL7sbCAjw3N1ISIiIiIi12nVyhg0rVoFfPWV8blDh4A33zQeDxxovoybN4EjR+R9S5Ol24uhFBULloIQdwUgCnNBSEkMQNgeRYu5eaWIiIiIiKh4GjNGHjEBAC+9BDRuDLRrJ0/tkZUlP+7rC7zwgvnrU1OBvDx5v0MHdXVRPdF5QatWrUJqaip27dqFCxcuIDs7G3lKba2QJAlHlKiNyAkFJ9sODw9HUlKS2wIQhelk29u2bUNaWlqJDEDYHrKrV69iz549Lr+PWiEh7XD0qLyu67JlekRG7nbLfVu1aoXy5cu75V5ERERERAS8+qo8dG/LFnkInrkoZvx4ICTE/PU//GDcN50KxBmahVJbtmzBiBEjcPDgQcNj4t7MWJISwZk8ppAkCUKIfOcQOUsJQnQ6HZKSkhAdHe3WAEQRFxeHbdu2ISkpCQBKXCClYHsAe/bsQVdLswN6lekAxgMA9u71R9eujwDQu/yu6enp6NKli8vvQ0REREREslKlgN9/B0aOLDyvVKlScu+p9983f60QQGgo0L494OMDhIerq4smw/dSU1PRrVs3HDx4EEIIwwYYQ6eCjykhVMGQikitmTNnGvbT0tJsrgLnClu3bkVaWprZOpU0bI+iwnTMni+ACE9VhIiIiIiIXKx8eeCnn4C//5bnlXr/fSAxUV6Rb8YMOZwyR5KA2FjgjTeA116Tgyk1VIdS169fx+DBg3Hnzh0IIfDiiy8iIyMDw4YNM5xz7Ngx7N69G8uXL8frr7+OqlWrQgiBwMBAfP/99zh27BiOHj2qtipE+eYs0uv1NleBcwXTOYv0er3NVeCKM7ZHUbIewC2T40hLJxIRERERUTHRrJk8d9RbbwEjRgB167r3/qqH7yUmJuLixYuQJAmxsbGYNm0aAOQbGlOvXj0AQMuWLfHII4/g3Xffxfjx4/HNN9/gueeew9KlS9GvXz+1VaESztwk2qZzGqWkpCA0NNSldTA3ibbpnEYAPDJ8zRPYHuZ98cUXaN26NTIzMzFu3DiEhIRg+vTp8Pf3d+l9582bh8TERIwcORIxMTEAgBs3biA2NhZHjx7FjBkz8PXXOdi5swwAoHbtZ7FwYRtrRTosMzMTY8eOxc2bNzUtl4iIiIiIiiihUp8+fYQkScLf319kZ2cbHn/55ZeFJEnCx8fH4rXPP/+8kCRJVKxYUZw+fVptVchJmZmZAkC+LTMz09PVMis9PT1fPdPT04UQQiQkJAgAIiEhodA1er1ehIWFCZ1OJzIyMlxWt4yMDKHT6URYWJjQ6/WFnrdWRzUsvSeeKkeI4tEe7nhfbdVRK/a2x+jRx4U8SlzesrK0q4PyWlu2bKnZnzMiIiIiKnqK0vdPcj3Vw/f27NkDSZLwwAMPIDAw0FLwZfbx6dOnIyAgAFeuXMGcOXPUVoVKKHM9ckwpk227cuiYuR45BcXFxZWIoWNsD/uFhoYiJSUFe/fuRVRUFLKzszW/hyPt8f33w/I9l5JS6HSnmLbH9OnTtSmUiIiIiIiKPNXD9y5evAgAaNCgQf6CfY1F5+TkmB2aEhQUhPDwcKxcuRK//vor3n77bbXVoRJGGZJk6Qu3Qvni7YqhY/YEIApPDx1zNVsBiILtYaQEU5GRkYiKitJ0ZUBH26N374exefNlABUAyKHUyJHq6lCwPf766y91BRIRERERkSqTJ2tb3qRJlss2fc4c1aGU0gvKz88v3+OmX6pOnz6Nhg0bmr2+Ro0aAIDjx4+rrQqVQPYEUgpXBCGOBCAKrYOQGzduqLpeK/YGIIri2h7OcEUw5Ux7rFr1Oxo02IaLF7sDAFJTgdxcyytv2OJMexARERERkWu99548YYdWTIOngmXbCqVUD9+rWLEiAODatWv5Hq9evbphf9++fRavP3XqFADg8uXLaqtCJdDIkSMdChG0HDqm5gu3VkPHsrOzERsb6/T1WnE0AFEUt/ZQQ8uhfGraY+LEMMPxpUvAzp3O1YGBFBERERGR95IkbTZrZdtDdU+ppk2b4vTp0/jnn3/yPd6mjXHVphUrVqBv376Frr169SoyMjIAABUqVFBbFSqBlFXEHKFFDx0tvnCr7aGTnZ2NqKgoHD161OF7a8nZAEThre0RHh7ucBlqadFjSm179OtXFmPHGo+/++4EOnSo41AZDKSIiIiIiLzX8OHa9pRSVbbamdLfeOMNIUmSqFSpUr7H79y5I6pUqSIkSRJly5YV69aty/d8Xl6eGDJkiGGFvv79+6utCjmpKK1+oOUKcc6uAqf1imnOrMpnWvdvvvnGY6vvabmioLe1x8iRIz32vjr7mrRqj4YNjSvwlSq1TtP20PLvMBEREREVPUXp+ye5nurhez169AAgD7/bsWOH4XFfX1+MGjUKAHD79m306NED0dHReOeddzBu3Dg0a9YMCxYsMJz/wgsvqK0KkUOcGTrmih4gjg4dU3pI7d27FykpKWjRooXqOjhDbY+cgrytPRITE1WX5SxnhvJp2R6Rkcb9vLwH0LNntMfag4iIiIiIii/VoVT37t1RsWJFCCHwww8/5HvunXfeQZs2bSCEQF5eHlauXIkPP/wQn376KQ4fPmw4b9iwYXj44YfVVoXIYY4EIa78wm1vMFUwkNJqxTpzrE2grnUgpfCm9hipdtk5lRwJprRuD9NQSgg/1K79tEfbg4iIiIiIiifVoZSvry927dqFffv2Yfz48fmeK1u2LNauXYunnnoKgLxSn+lWrlw5TJw4EbNnz1ZbDSKn2ROEuOMLt61gyp2BFADExsaaDUJcFUgpvKU9nJmvTGv2BFOuaI/u3QEfk38devT40OPtQURERERExY/qic4BoHbt2hafCw4OxoIFC/DRRx/hzz//xL///gsfHx+EhISge/fuCA4O1qIKRKpYm2zbnV+4LU1+7u5ACgCOHj1aaLJtVwdSCm9pD29gbfJzV7VHcDDQsSNwbx0KrFvnh40b2R5ERERERMXduXPA+fPA1atAmTLyd4M6dQA/P9fcT5NQyh41a9bEkCFD3HU7IoeZC0IAuP0Ld8FgauzYsW4PpABgxowZeP311w1ByMyZM90SSCm8pT28gblgytXtERlpDKX27AGuX2d7EBEREREVRykpwHffAenpwL//Fn7ezw9o2xbo3x8YORKoUkW7e7stlCIqCkyDkE6dOgEAwsLC3P6F2zSYio+Ph06nc2sgBQAtWrQwBCE6nQ4A3BZIKbylPbyBaTDljvaIjARMR5GmpgJDhrA9iIiIiIiKi/37geHDAVtrGt25I5+zdSuQkABMngy89hogSerroMlE5927d8dnn33m1PVff/01unfvbljFj8jTgoKC8N577xmO33vvPY984R47dqxhPzw83K2BlCI0NBTh4eFm6+Qu3tIe3sCd7fHAA0BgoPH4XscotgcRERERUTGwaRPQoYMcNEmS9Q0w/rx1C3jzTWDQICAvT309VIdSaWlpWLduHQ4dOuTU9UeOHEFaWhrS0tLUVoVIE1u3bsXAgQPRunVrtG7dGgMHDrS66pgrKHNI6XQ6REdHIykpyeqqfK4yZcoUJCUlITo6GjqdzuYqcK7gDe3hLdzZHn5+gEn+hZQUQAi2B7lHbi6QlgYsXCj/zM31dI2IiIiIio9//wX69gVMF1y//37gv/8F1q0Djh8HLl8Gzp4FMjOBxYvlHlXKL60lCVi6FHj7bfV1UR1KERUnppM2b9iwARs2bLC66pgrFJzU/LfffrO6Kp+rzJs3zzBn0W+//WZzFThX8Ib28Bamk5q7qz0iI437p08DixfvYXuQyy1bBtSvD0REAE8/Lf+sX19+nIiIiIjUe/tteSJzAChfHvjpJ2DbNmD8eKBLF6BWLUCnAypXBpo2BR5/HJg9Gzh4EHjkEfk6SQI++QRwsn+SgcdDqbx7/b1KlSrl4ZpQSWduFTFlTiN3ffG2tMpeXFyc24OpxMTEfHMWKXMauSuY8ob28BbmVtlzR3uYhlIAMHz4fLYHudSyZfJ/ek6ezP/4qVPy4wymiIiIiNS5fh1YskQeBVGqFPDHH8DAgfZdW7068NtvQJ8+8vGdO8C8eerq4/FQ6vTp0wCAQNPJS4jczNqy9u764m0pkFK4O5gaOXJkoUm03RVMeUN73DDty+pB5gIphavbo1kz+bckinLloj3WHlT85eYCY8fK/0EqSHns1Vc5lI+IiIhIjbQ04PZteX/oUHkuWUdIEvDFF8Y5plavVlcfj4ZSJ0+eRHJyMiRJQkhIiCerQiWYtQBE4eov3rYCKYU7g6mYmBizj7s6CPGW9oiNjdW0TGdYC6QUrmwPSQLatj1vOL5z50GUKeP+9qCSIT29cA8pU0IAJ07I5xERERGRc44fN+737etcGfXqAc2by98XTMtzhq8jJz/77LMWn1uzZo3V503duXMHp06dQkZGBnJyciBJEiIiIhypCpEm7AlAFMoX76ioKERGRloNjxxhbyClUMKJ+Ph4AMi3Gpu7KEFIZGQkoqKibL539vKm9jh69KjqstSwJ5BSuLI9/vzzGwCzAQDXr0vYvBno1q3wua5qDyo57nWc1uw8IiIiIipMmUsKAKpUcb6cqlXlSdCvXFFXH4dCqblz50JS+miZEEJg//792L9/v1OVCAoKwpgxY5y6lshZjgQgCq2/eDsaSClMg6mRI0c6fX81tA5CvK09ZsyYgVGjRjldlhqOBFIKV7XHffd1wfbtxsdTUsyHUgCDKVKnRg1tzyMiIiKiwipUMO6r+WXfv//KPytWVFcfh4fvCSHybZYet3cLCwvDmjVrULduXXWvhEokZ+f9cSYAUWg1VMnZQEqhDOVLTEx06v5a0GromDe2R4sWLZwqRy1nAimFK9rjzz8XoU0b43MpKdav5VA+clbXrkDt2tbPqV1bPo+IiIiInNOggXH/55+dKyMzU16JT4j85TnDoZ5Sc+bMyXcshMCzzz4LSZLQo0cPPPPMMzbLkCQJZcuWRaVKldCyZUtUq1bNsRoTmYiNjcWmTZscCjHUBCAKtT1C1AZSiri4OPzzzz9eEUw520PHW9tjw4YNDtdDLTWBlMIV7REZCfz1l/z89u3A5cv5f8NSEHtMkTNKlQJmzgQee8zyOd26yecRERERkXO6dQPKlQNu3AB++gl4+mmgf3/7r8/JAZ5/3nisrMTnNKGSJEnCx8dHjBkzRm1R5CGZmZkCQL4tMzPT09UyKz09PV89/f39RVhYmNDr9XZdn5GRIXQ6nUPXWKPX60VYWJjQ6XQiIyPDZddYU/A9SU9P90g5zry33twe7n5fExISBACRkJDg1H0K0rI9Vq0SQv49iLwtXWpfHcy9t1q9r1Q8Xb8uhJ9f/j9vplvZskIcPuzpWhIREZEaRen7Z3E1ZowQPj7y5ucnxEcfCXH3ru3r9u4VolMn47X+/kKcOKGuLqpX34uJicGwYcPwgKPrCBJpYMaMGXYPVdKiR05Bjg5V0qqHlDdydOgY28NIix5SBWnZHl27AmXKGM+1d9lXDuUjR61aZVyiGABeeQV4803j8c2bwIsvyhEVERERETnn3XfleTqFAO7eBV5/XR6G9/rrwNKlwM6dwOHD8jC99euBL76Qe0S1bQso/6UXApg40fb0C7aoDqXatWuHdu3a4eLFi7hz547a4lQ7d+4cVqxYgYkTJ6JPnz6oXLkyJEmCJEkYPny4S+65cOFC9OrVC9WrV0fZsmVRr149DBkyBJs3b7a7jBs3bmDatGno2LEjKlasiICAADRr1gyxsbH4559/XFLv4qBFixZ2ffF2RQCisPeLt7cEIK5kbxDC9jByRSCl0Ko9ypUDunQxHtuaV8pUwfbIzMx05qVQCWE6r0GZMsCUKcAHHwCmC/SmpgI//uj+uhEREREVFxUryv+nr1LF+Mu+kyeB6dOBJ58E2rcHmjQBWrYEwsOBMWPkXx7m5RnLePnl/L88dJq6jlbG4XsdOnRQW5QmUKAboOkWExOj6b1u3LghHn74YYv38/HxEe+++67Ncg4dOiQaN25ssRydTieWL1+uad1NFaXuk5aG/lgbqqT1EDFLrA0d03rInilvGb5nqji0hzveV62H7FmiRXt8+GH+YVSODqFS3nN/f38O3yOzbt0SQqcz/hmLjjY+d/CgEGXKGJ+rVEmI8+c9V1ciIiJyXlH6/lncnT4tRP/+xuF4Pj5CSJL5TXm+cmUhfvxRuzqo7ikVEBAAAGjZsqXaojRXt25d9OrVy2XlP/vss/j9998BABEREfj111+xdetWzJ49Gw0bNkReXh7effddzJo1y2IZ2dnZeOSRR3Do0CEAwPPPP481a9Zg06ZNeP/99xEYGAi9Xo9BgwZh165dLnstRZ2lHiGu7JFTkKUeOt7SI8ed2B62ubKHVEFatEdkZP5jR3pLAcb2CAkJcbT6VEKsWQPo9cZj0wnPGzcG4uONxxcvArGx7qsbERERUXFUvTrw66/Arl1yb6i2bQFfX0CS8m9VqwJ9+wKJiXKPKjvWuLOf2lSrcePGwsfHR4wYMUKLkEy1iRMniuXLl4szZ84IIYQ4duyYS3pKrVmzxlBuv379xN0Cs4KdP39e1K1bVwAQwcHB4tKlS2bLiY+PN5Qzbdq0Qs9v3LhR+Pr6CgCiW7dumtXfVFFKqm31XjHt9ZGamuqWHjkFmfbCSU1NdVkPKYU39pRSFOX2cNX7OnLkSLf1kCpITXvk5sq/FVF6qgwc6FwdVq1axZ5SZNZzzxn/fPn6ClHwn81bt4S47778PfZSUjxTVyIiInJeUfr+WRLdvSv3SD90SIjjx4XIznbt/VSHUoMHDxaSJIlOnTppUR/NuSqU6tOnjwAgfH19xQkL080vXLjQauB0+/ZtUb58eQFANG/eXOTm5potZ9SoUYZytm7dqtlrUBSlDwV7goKMjAzD861bt3ZrAKLQ6/WidevWhnq4KpASwrtDKSGKbnu46n1VNncHUgo17TFokDEMCA62b4WOgrj6Hplz5448JE/589W7t/nzNm2Su48r54WEyCv2ERERUdFRlL5/kuupHr43dOhQAMD27dtLzAS22dnZWLNmDQCgZ8+eqG1huvmBAwdCp9MBAH755ZdCz69duxZXr14FIK9i6ONjvjlMJ2g3Vw4RkTuYDuG7cgXYvt1jVaFiZv16eUieYuBA8+c9+CAwerTx+OhRICHBtXUjIiIiItdRHUr16dMHjz76KPLy8vDMM8/g8uXLWtTLq23btg23761Z3a1bN4vn+fn54YEHHjBcU3B1wg0bNhj2rZXToUMH+Pv7AwA2btxo8bzz5887tV26dMn2iy4ilDlywsLCkJqaiqysLKurjrmCMmdRVlYWUlNTERYWZnUVuOKM7VHYyJEjkZCQgPj4eEyZMsWt91bbHmrnlQLklUaJClq2zLjv4wM8+qjlc//zH6BmTePxf/8L7N7tsqoRERERkQupDqUAYO7cuejbty/++usvtGzZErNmzcKVK1e0KNormfYIa9asmdVzlefv3r1rmMzc0XJ8fX3RqFEjAMC+ffssnle1alWnti6ma70XYQUnbe7Ro4fZyZ1dqeAk2j169DA72XZJwPYwLyYmBnFxcW4PprRoj7p15aVhFY6GUtnZ2Yjl7NRUQF5e/lCqa1d5Mk1LypcHPv/ceJybCzz/vPyTiIiIiIoWX7UFdO/eHQAghICvry9Onz6N0aNHY/To0WjQoAGqVKmCcuXK2SxHkiTDkDhvd/LkScO+paF7ijp16hj2T5w4gRYtWhQqJyAgAMHBwTbL2b17N86fP49bt26hTJkyTtTcAeHhQOnSlp+//34gKSn/Y9HRwP/+Z7vs8ePlTZGdDTRvble1AiZPzndcYeNG4KmncPv2bdS6cAGHSpdG5aws+NwrLxTA+TJlkLVlC6KiovKvMPb668DChbZv+sgjwDff5H+sQwfgzJl8D+UJgZwLF7Dkzh1UqVwZfgMHAtOmIejpp5GcnIyoqCiM7t4dm/394efnZ/u+27YBNWoYj2fNAt57r9BpHW/fxgmT48CxY4EdO/Kf9MwzwLp1Vm/X8fZtTARQ6A42/owb/Pij/OcGcgAyOSICh+7eNdse5zdvRk7lygioXBk+kiQv4WBq8mTg229t37NbN2D+/PyPde8OHDxovj0ABAFIFwL/rVwZkZGRxhX4Tp8GOnbM936Yvq9VBg4ElHZbswZo2tT45IIFwBtvmK2iaTlnANy8t6+suFclPh76//4XOlsrEQ4eLHcJMdWsGXDtmvXrABwcPx6RkycbV9k7eBDo399ye5jatw8wqVuvKjtx8GA7AMDm9bdxrWZLBPqY6f1U4DMiOzsbf9Wrh+QrVyBMTsv3vipUfEbgt9+A9u2NxytWAC++aPu6wEBg//78j2n8GWHWtGnA008bjw8cAHr0sH0dYPdnRCFNmgB//pn/MTs+IwDI6c+kSfkfc+IzAgCQlgYMGYItt9rj9IXfDA8/tiseqD0n/7UFPiMG7J6MR8t2wq83owAAW7cCX1WKw8uBc/NfZ+UzwqaJE4EXXjAeF/iMsMqBz4h8qlcvPC521Chg5Urb16r4jMDXX8tL6ih27AD697d9HVDoMwIffyxvtnjo/xH8jCh6nxF2ccH/I2ziZ4Tt6wB+RvAzIj9znxHkERER2pUlhPyR7SzVoVRaWhokky8xyr4QAseOHcOxY8dsliGEyFeGtzPtURAYGGj13ICAAMP+tQIf+ko5tsowV47LQ6lz56w/bxK2GZw/D5w6Zbts0zW/AflPsT3XAfApMATS5/Zt4NQp+AGoBQC3bwP//pvvHD8ADf39DT1CDMHU5cv23dfc8MYzZwpd6wPA8Mv98+fln/eGKgUFBSE5ORmjH3oIfrt22b4nUPjX/teuma1vGQCm/927bq6+Fy7YfK1lAJQ394SdbYNbtwAYe+Q8W68equ7bZ7Y9LLWVwdWr9t33woXCj509C5w6Zb497vEBMPY//0HSihXGYKpmzXz3LPi+5ivj7t3897xxw2J9C5aTZbIfFxeHzEWLoPv778J/LwoyNzT633/l/2jZ8H5cHFq2a2f8s3/v7w1gR3sIke8wss5+fA45lLoDP6w73RiP4PfC15l8Rig91mbo9ahVoLyCbQNA1WcE7g2tNsjJse9ac6Ggxp8RZhUcznj3rv2v1c7PiELKm/mbbsdnBAD572ZBDn5G5Ds+dQo/Y1y+hwdcnQNctVHm1av47OZIrEEmsiHP3fj21TfR/+o81IHJl1MrnxE2Ffyilptr/2t14DPCpkuX7LtWxWcEcnLyH5t8RthU8O+0Xm/ftR76fwQ/I4reZ4RTNPh/hE38jLCvfvyMsH1tSf+MII9Yv77wX09PUR1KAXKo5MjjRd3NmzcN+7Z6vJiGRzkFPtCVcuzpNWOtHJeoWtV6T6kqVcw/VquW7bLvTf5uIEn2XQcgr0Cd/jl7FjpJQunSpVHZXC+Pe0oFBiLl++8RGRlpDKYqVLDvvhUrFn6senVjnYTAhQsXcEfpkWPanvfmAgPkYOrr2bNx7sEHzZ9bqNKl8h8HBpqt763bt3He5It9oLn6Vq5s87Xeun0bV80FBHa2DcqUyTdE7P133sn/G8QCbt++jfMXLqB06dIol51t7MEGyP/Y2XPfypULPXS3cmVc8vOz+R6XrVTJ0IMtMjISaQsXop3JPQu+r1WqVEEZpSzfAh+d/v4W62tajrnfd7Xo3Bn6Eyeg1+uh0+ks95iqUKHwYzVrWv0Np/IeV61XD5+b9hL08ytUX9P2yPd3qcDfqfBWF1Fq0V3k3vvnIyVgAB4J/qvwze99RpgOoWwcFoZb+/dbfl8VKj4jCvW6KlfOvmvN/XJAo88Iq0w+IwDIf7bsfa12fkYUUq1a4cfs+IwAYP4/og58RhQ8FjVrYdnZJ4B7/y/uVPp/qF0VuBeVWq1H7VrAB9em4uWr7wMAriEIL5dNxK8VnzP+sTXzGYFq1ez7T3HBPxOlStn/Wh34jMjH3J+bihXtu9aJzwiDgj3azXxGWFTw312dzr5rPfT/CH5GFK3PCLuvNVcPJ/8fwc8IM/gZYfs6fkY4/xlBHuFsnyAhCl+rNvaRhMrkaJ093fTsZG2yb2dlZWWhQYMGAOS5XObOnau6zJdeeglffvklAHmOJ2vzQX311Vf4v//7PwDA0qVL8dhjjxmeu++++5CZmYlq1arhjI3umYMGDcKSJUsAABcuXEClSpUKnXPeXKBgh4MHDxaaVyozMxPN7e3m6kYbNmxA165dDcf+/v5o27Zt/mF5VhScV8eea6wpOGdRaGioS66xpuB7kp6e7tQ8YWrLcea99eb2cPf7OmXKFMTHxyMhIcEwtE8NV7ZHly6AsuZCixbA33+bL8/ce6vV+0rFw//+l3+UxLRp8mgHe+XmAp07AxkZxsd+/tny6n1ERETkefv27cs3rQ3gvd8/i6vvv7f/3Nu35c57mzfLc8rm5spZ6uTJxjx22DDn66K6p5QrgiRvZ/pFreCQvIKuX79u2C84TE8px1YZtspRVDH3GwU7XDDXdbmICAkJcSjMCA0NRUpKSv4eU04GIc6GS8pQPqWHjtpgat68eU5fqxVnw6Xi2B7OUoKo+Pj4fMfOcHV7REYaQ6nMTLm3dsFfjmkdvlLx9PPP+Y9Nfm9jl1Kl5Ckw2rc3joZ5+WV5Og3+MpbcJTcXSE+XpxSqUUOerL9gBwQiIiJv4myIdPw4MGKEPIfUrFlySOVkDGGgyep7JY3p5OYnC06sWMCJE8apkusUGButlHP9+nWbqxUq5VSpUsX180kVIdOnT3c4xFC+eKtZBU7tF24lCFG7CtyUKVOQmJjo1LVaUdvbqTi1h1parMrnjvaIjMx/nJqa/5iBFNlDiPyhVNu2QEiI4+W0bp2/d9Xp08Dbb6uuHpFdli0D6teXJ4x9+mn5Z/36+VeUJCIiKi7q1gWSk+WRE7t3A089pX74HkMpJ5h2NdxfcJWFApTnfX190bhxY6fKuXv3Lo4cOQIA7NJYgH/BcdR2UhOEaPWFW20Qogz3GjlypFP314JWw++8sT0yMzOdKkctNcGUu9ojNDT/dA0pKcZ9BlJkr8xMeZEghZohd/HxQMOGxuOvvjL25iNylWXLgMcfL7zw26lT8uMMpoiIqDgqXRr47DN5bqm1awv3fHcUQykndOzY0TB5srU5tW7fvo0tW7YYrildYJJu03lUrJWzfft2w/C9zp07O11vys+ZIETrL9zOBlOm8w/FxMSoqoOztJ4PytvaY9y4cbYvcBFngil3toevb/5lZFNT5d+QMJAiRxT8wu7o0D1T5coVXk37hRcKL6JEpJXcXGDsWPO/HVYee/XVwotbERERFQetW8s9gwFA7bTdLgmlUlJSMGHCBERFRaFDhw5o2rQpOnTogKioKEyYMAGpBcd6FDFBQUHo0aMHACA1NdXiEL5ly5ZBf29J0gEDBhR6Pjw8HOXvTXoxb948i6sVmk7Obq4ccp4jQYirvnA7GkxpPSG2M7QOQBTe1B4hzowj0pAjwZQn2sN0CN/Zs8CWLdcZSJFDTH+r1qyZPGm+Gj16AKYZfWamPHE6kSukpxfuIWVKCODECfk8IiKi4qhePbm31J49KgsSGvrll19E48aNhY+Pj82tSZMm4tdff9Xy9mYdO3ZMABAARExMjF3XzJkzx3DNpEmTzJ6zZs0awznR0dHi7t27+Z4/f/68qFu3rgAggoODxaVLl8yWEx8fbyhn2rRphZ7ftGmT8PX1FQBEt27d7Kq/ozIzMw11ULbMzEyX3Eut9PT0fPVMT0/XpNyMjAyh0+lEWFiY0Ov1hZ7X6/UiLCxM6HQ6kZGRock9nblHQkKCACASEhIMj2n1nhQsZ+TIkWbPs/VeacEb2mPVqlUueV8dLcdcm5vyVHscOCCE/LVL3urV+9Su9nDV32EqWg4fzv/n5513tCn3/HkhKlc2llumjPxnlUhrCxbk/zNsaVuwwNM1JSLyPkXp+ydZ9sADQvj4yP/fUkOznlKxsbF47LHHcOTIEQghbG6HDh3CwIED8dprr2lVBQDy8utz5841bEuXLjU8d/jw4XzPzVXRz6x79+546qmnAABJSUmIjIxEUlIStm/fjjlz5uCBBx7A8ePHAQBTp05FhQoVzJbz+uuvo0mTJgCAN954A6NGjcLatWuxZcsWfPDBB+jVqxfu3r2LcuXK4ZNPPnG6vmSdtR4h7hqSZKvHlLt7SCUmJhbqoeOqHjkFeUN7ODtfmdas9ZjyZHs0bixPdKg4ebI5e0iR3dSuumdJ5crAjBnG41u3gFGj1E/ASVRQjRrankdERFSUXL0K7Nol/x8rOFhlYeoyLdnUqVOFJEnCx8dHSJIk/Pz8RHR0tJg6dapYvHixWLFihVi8eLGYOnWq6N+/v/Dz8xOSJBmumTp1qhbVEEIIERMTUyh1tbaZY09PKSGEuHHjhnj44Yctlu3j42P1esWhQ4dE48aNLZaj0+nE8uXLnXxHbCtKSbWre1kU7BHijh45BZm7p7XeMq7sKWV6T3f0yCnIk+3hqvfV2XIK/hnwhvYYNuyWSY+UXJGTY7sM9pQiIYQIDTX2JKlfX4i8PO3KzssTIjIyf2+V777TrnwiIYS4e1eIwEDrvaQkSYiNGz1dUyIi71OUvn9SYbm5Qjz1lNxLSpLk/3epoTqUOnHihChXrpwhkHr00UfFqVOnrF7z77//ioEDBxqCKX9/f3HixAm1VRFCuDeUUsyfP19ERkaKqlWrCj8/P1GnTh3x9NNPi02bNtld72vXrompU6eKDh06iODgYOHv7y+aNm0qxo0bJ7KysuwuxxlF6UPBHV9olS/erVu3Fq1bt3ZrIKUwDV+io6OtDt9yZXiiBCHR0dFuD0AUnmoPbwulhBBe1x51676e7wtYaqrt6xlK0fHj+b+4x8Zqf48jR4QoV854jwoVhDh7Vvv7UMm1dKl9w/eCg4XYtcvTtSUi8i6e/P6ZlZUlxo8fL5o2bSr8/f1FhQoVRIcOHcS0adPE9evXVZWdm5sr/v77bzFnzhwxevRo0aFDB+Hn52d4jWvXrtXmRXjAjRtCHDokxJw5QrRrJ4dRSiil9pd/qkOpSZMmGXo8DRs2zKFrY2JiDNe+++67aqtCTmIoVVhqaqrhHqn2fNN2Ab1eb6hDdHS0xfNcHZ4ooRgAtwcgCk+0hzeGUkJ4W3tUEpKUZ/jy9eabtq9lKEUzZ+b/0u7A728c8uGH+e/z9NOuuQ+VPIcOCaHTWQ6iypbNf1ylihD793u61kRE3sNT3z+TkpKETqez2GGlSZMm4tChQ06XP3fuXKsdYrwplFICJTWbj48QXbrIPadU1QUqrVq1CgAQGBiIL774wqFrP//8cwQGBgIAkpOT1VaFSBPZ2dmYOHGi4XjixIlWV4FzlZkzZxr209LSbK7K5wpbt25FWlqa2Tq5i7e0hzfwvva4CH//A4bnUlLcXh0qgkznk6pZE+jUyTX3GT9eXq5YsWABwP9qkFo5OcDjjwP3FlcGALzxBrB2rfxnbO1a4Px5ICLC+Pz58/LqkMeOub++REQk27lzJwYNGgS9Xo/AwEC8//772LRpE9asWYPnn38eAHDw4EE88sgjTn/XECaTWJYuXRr3338/WrVqpUn9XUWSHD9f2R55BPj9d8BHZaqkOpQ6duwYJElCRESEIWCyV2BgIHr06AEhBI4ePaq2KkSqmU6inZGRgYyMDLOTbbua6aTmer3e4uTnrpSZmWmYRFuv11ucbNuVvKU9vIHppObe1B537vxheH7nTuDCBbdVh4qgs2eB9HTj8cCB6v8jY0np0sC33+b/z9bo0cD16665H5UMY8cCf/1lPO7WDXj/fSA8HBg8WP4ZGAj89lv+wPXUKaBnT+Dff91dYyIiAoCxY8ciJycHvr6+WL16NSZMmIAHH3wQ3bt3x6xZszBt2jQAcjA1ffp0p+7RokULfPrpp9i8eTP0ej127NiBgQMHavkyNKMES6b7tjYfHyAkBBg6FEhNBZKSAE3WWVLb7cvPz0/4+PiIUaNGOXX9Cy+8YJgcnTyDw/dklibRdveE0uYmNbc2wberhpn5+/sXes3WJlzXmqfbw5uG71l6zd7QHp9/vi/fMJVFi6yXw+F7JdvXX+cf1vTnn66/5yuv5L/na6+5/p5UPH3/ff4/S1WrCvHvv5bPv3RJiDZt8l/TvLkQ5865rcpERF7J3d8/MzIyDPexlFvk5uaK5s2bCwAiODhY3L59W5N7T5o0ySuH7/3zj/3b8eNCXLggxJ07rqmL6t9PVqhQAQBw5swZp64/e/YsACBY9TqCRM4z7QFScFn70NBQpKSkuKWHjmkPqbi4OMPjQUFBSE5OdmuPqZCQECQnJyPIJP6Oi4tzSw8db2kPb2DaQ8ob2+O555qhTJk8w/Hvv992WT2o6Fu2zLhfuTLQtavr7zllClC7tvH444+B//3P9fel4uXvv4EXXzQe+/gACxcCNWpYvqZCBWD1aqBZM+Nj+/YBvXsDV664rKpERFTAr7/+atgfMWKE2XN8fHwwbNgwAMCVK1ewdu1ad1TNY+rWtX+rUweoVAnw9XVNXVSHUg0aNIAQAmvXrsW1a9ccuvb69etYu3YtJElCgwYN1FaFyCnWvnAr3BGEWAqkFO4OpqZPn54vAFG4OgjxlvaYN2+e5mU6ylogpfB0e5QtC3TrZvynZNGiS9Dri3dQSM65fBn480/j8aOPuu4/N6aCgoAvvzQe5+UBL7wA3L3r+ntT8XDtmjyP1I0bxscmTwa6d7d9bdWq8nx79esbH9u5U56Hw8H/NhMRFWuXLl3C+fPnndps2bBhAwAgICAA7du3t3het27dDPsbN25U/6LILqpDqV69egEArl27hldffdWha8eNG2f4Mtm7d2+1VSFymD0BiMKVQYitQErhzmDK39/f4nOuCkK8qT0SExM1K88Z9gRSCk+3R2Skcf/27eoID3++2PdgI8clJeUPgh57zH337tdPDhUUO3YAn33mvvtT0SWEHGLu3298LCoKmDDB/jJq1wbWrJEn9lds2gT07w/cvKldXYmIirIuXbqgatWqTm227Nu3DwDQqFEj+Fr5jVgzk66tyjXkeqpDqeeeew5ly5YFAMyZMweDBw/GuXPnrF5z4cIFDBkyBLNnzwYAlClTBiNHjlRbFSKHOBKAKFwRhNgbSCkKBlOZmZmq6+AMrYMQb2sPT34mORJIKTzZHvd+N2Gwb1+tEjG0khxjuupe+fL29TLR0qefyvdVxMcD//zj3jpQ0fPNN/IwPUXt2sAPPzg+QX9IiDwpbOXKxsf+/BN48kngzh1t6kpERIXdvHkTF+6txFPbdDy/GRUqVEBAQAAA4MSJEy6vG8lUh1J169bFO++8Y1j+cMmSJahXrx4ee+wxTJ8+HUuXLsUff/yBpUuX4uOPP8bjjz+OunXrYuHChRBCQJIkxMXFoU6dOqpfDJG9nAlAFFoGIY4GUgrTYGrcuHFO318trYIQb2yPmJgYp8tRw5lASuGp9mjVCqhWzXgcGhpXYub8IvtkZ8tz6yj69QP8/Nxbhxo1gKlTjcfXrwMvvST3hCEyZ8cOebU9ha8vsGRJ/mDJEc2by38PTMPR5cvlVYxyc9XVlYiIzDP9v2hgYKDN85VQytGpiUgFrWZMf+mll4QkScLHx8fw09ImSZJhGzNmjFZVICcV5dX3Ro4c6XAZ1layc4TaVeC0WDlNr9eLli1benyVODWvxVvbwxOr72m1sqAn2uOZZ4yrS+l0QmzcaP61cPW9kmnRovwrkP3yi2fqkZsrROfO+euyeLFn6kLe7dIlIRo0yP9n5eOPtSl70yYhAgLyl/3cc/KfTyKiksDc9081mzXHjx83nDd06FCbdatTp44AIBo2bKjJa/XW1fe8ieqeUorPP/8cixYtQv17MzkKISxugDxB+uLFi/Hpp59qVQUqgRITEx3qEaKmR05BanroONtDqqCgoCBMnz7d6eu14mwPneLWHmqo6SFVkCfaw3ReKb0eAErWKolknenQvYAAefUxT/DxAWbNAkqXNj72yivyJOxECiGAESOAY8eMj/0/e2ceHkWxtfHTk7BkshB2ZVEEDItDAIWgLLJovFE0KoiI9+MCEsRdETfUgEJYFbm4x6si1wU3XECUmCggGCAiqCCoIIIgKiBIAmHJcr4/+vbM9GR6ppeq6qpJ/Z6nH8hMT3V1vTV1qt6pqh4yBMDi1qmGXHCBusdavXqB1156CWDCBDlzTyKR1F7WrFkD+/fvt3VEQttqCADg1KnoT4k+efIkAAAkJCQ4uyGJaYg+9+baa6+FYcOGwaeffgqff/45bNq0CQ4cOABHjx6FpKQkaNq0KXTv3h0GDRoEl1xyCSiKQvLyklpITk4O5ObmAgBENRNIGiAamhGSmZkJWVlZpswE0gZIpA3JWaLdS23Xww4kDSkN1npcfLH+78JCgClTauohqX0cPw7w8ceBvy+7DMDNfl7nzgAPPAAwbZr6959/Atx/v2pWSSQAAE88AfDhh4G/27UDePllAJLd1kGDAN59F+DqqwMPAHjySfVpkRQepCqRSCTc06hRI2jatCnxdIP71WaW5B07dgwAzC31kxDCxVlaEk4Qefne6tWrTS1VIrVEzAizy65ILNkLxY1lZpGIFT1YlSupJXtGsNSjc+fAUpQ+fQKvB99jQUGBXL5Xy3j/ff0ypUWL3M4R4vHjiGlp+nytWuV2riQ8sGYNYlxcoF7Uq4e4aRO96735JqLHo6+Ls2bRu55EIpHwAOvxZ+PGjREAsGvXrhHPO3TokD8/w4YNI3JtuXwvOsSW70kkbhFtqRKNGTmhmFk6xsOMHBZIPcxDY4ZUKCz1CF7Ct26dtoxPr8fEiRNtpy8Rk/feC/y/Xj2AwYPdy4tG/fo1Z0bdeCPA/2bsS2opBw4ADB+u33T8qacAunWjd83hwwFefFH/2gMPADzzDL1rSiQSSW2jc+fOAACwY8cOqNSmp4bhhx9+8P+/U6dO1PMlUZGmlCQmMBp4szBANCIZITwYICyRekSHhSGlwUqPYFOqqgpg5crA35oeO3fudHQNiVicOqXunaNxySXq8iQe6N8fYOzYwN8//ggwc6Z7+ZG4S1UVwD//CfDbb4HX/u//AHJy6F97zBh16V4wt90GsHAh/WtLJBJJbaBv374AoC7N+/rrrw3PW7Vqlf//ffr0oZ4viQrRPaWCOX78OHz33Xdw4MABKCsrg+TkZGjSpAl07dpVbhomoULoHjp33nknMwNEI9yeRvPnz3fdAHEDqUd4tm7dCnXr1mVmSGmw0KN/f3UD6YoK9e/CQoDs7MD7GRkZMG/ePBg/frzja0nE4PPPAY4cCfw9dKh7eQnHnDkAS5cCaHukzpihzlyRP47WPvLy1DZLo3NngOefJ7uPVCRuvx2grAzgoYcCr91wA4DXCzBsGJs8SCQSSaxy1VVXwcz//fK0YMEC6NWrV41zqqur4b///S8AAKSmpsLAgQOZ5rFWQ3ItYGVlJS5YsAB79+6NderUQY/HU+OoU6cO9u7dGxcsWIAVFRUkLy+xieh7SoWi7aEDANT2LIqGtoeOlg+Se0iFwtueUqGIqgetctUOWntIRYO2HhdeGNgXpUOHmu/TqmcSPsnJCdSH+HjEv/5yO0c1WbRIv59P376IVVVu50rCksJCREUJ1IHERES3ukGTJunrY3w84rJl7uRFIpFIaOHG+LNfv34IABgfH4/FxcU13p8zZ44/L1OmTKnx/ooVK/zvjxo1yvR15Z5S0SG2fO+7776D8847D8aOHQvr1q2DyspKQMQaR2VlJaxbtw7Gjh0L5513HnzzzTeksiCRAIA6A0RjwIABTGbkhJKRkQEDBgwIm6fahtQjPFOnTmUyQyoU2noEL+H78UeAX38lmrxEICorAT74IPD3wIEAjRq5lh1Dhg8HuPTSwN9r1gC89JJ7+ZGw5bffAK6/XrWANF54wb3ZctOnq7OmNCor1RmGwcuhJRKJRGKd+fPnQ0JCAlRWVsIll1wCM2fOhHXr1sGKFStg/PjxcN999wEAQFpamqM9UF955RXdEex3LF++XPfemjVrnN5WTEDElFq3bh30798fNm/e7DefANTHKHbs2BHOO+886Nixo38Apr2/efNm6N+/P6xbt45ENiQS/x45KSkpkJ2dDUuWLAm7uTNt8vLyYMmSJZCdnQ0pKSmGm23HOlKPmrRr1w7S09NhyJAhUFJSwvTaLPQINqUA9MthJLWLNWsADh4M/M3b0j0NRQF49ll1mZTGvfcC/P67e3mSsKGiAuC669QNzjXGj1dNKrdQFIB//xtg9OjAaydOAFx+ufoACYlEIpHYo3v37vDWW29BSkoKHD16FB588EG44IILYNCgQfDC/55+kpaWBsuWLXP0w/GYMWN0x4cffuh/b/bs2br3Xgx90kUtxbEpVVZWBsOGDYMjR44AIkK9evXg7rvvhm+//RZKS0th69at8NVXX8HWrVvhyJEj8N1338HEiROhXr16oCgKlJWVwbXXXlsrB+wSsoRu2vzhhx9GfOoYLYI30f7www+jPgUuVpF6hOfZZ5+FNWvWgM/ng8zMTGbGFCs9evQASE0N/B1qSi2UO/fWGhYvDvxfUQCuusq1rESlTRuAadMCfx85AnDXXW7lRsKKhx5SzVONc89VDSG38XjUJ/IF7yV17Jg6o08uMJBIJBL7XHHFFfDdd9/BhAkTIC0tDbxeL6SmpkKPHj1g9uzZsGnTJmjfvr3b2XSdffsAFi0CuPVWNfb06gXQoQNAero68/3aa9V9OdeuVWf0Osbp+r+ZM2eioijo8XiwdevW+P3335v63NatW/GMM87wf3bWrFlOsyKxSSzsKVVaWoq9e/cOu0eOtocOzX2dol1L29OIxj5CPO4pFQt60C7XSGVEGtZ6DBkS2A+lSZPA/jzB+1mRqGcSfqmqQmzRIlAPLrzQ7RxFp6IC8dxz9fv5LF3qdq4ktPjwQ73WDRog/vyz27nSc/Ik4uDB+nw2bYq4bZvbOZNIJBJniDT+rE2sXKnGHY9H3Wsx+Aj3mqIgnn464vTpiIcP27+uY1MqIyPDbyyF2zAsEsXFxf7P9uzZ02lWJDYRqVEIN8A3M7hnYYREuwYtY4o3UypW9GBRriyMKTf0eO45/SDq668D18jJyZGmVC2guFhfB+bPdztH5tiwQe10aflu3RqxrMztXElIs3MnYmqqvo6+/77buQpPeTniwIH6vLZsqd6DRCKRiIpI48/aQFkZ4ogRkQ0oj6fm68GvNW2K+Mkn9q7v2JRq1KgRejwezMjIsPV5zdRq2LCh06xIbCJSoxA6wC8oKDA9qKdphJhNm4YxxZMpZcVk4V0PVuVK05hyS48dO/QDqMzMIn/a8ul7tYOJE/V14Ndf3c6Ree6+W5/3u+5yO0cSkpw4gdijh17jiRPdzlVkysoQzz9fn+e2bRH37nU7ZxKJRGIPkcafsc5vv6lPzA42ozSzKS4O8YwzELt2RezXD7FXL8SOHRGTk2uaVNrfdhbAOTalEhMT0ePx4NixY219/oYbbkBFUTApKclpViQ2EalRCB3Q+nw+S4N5GkaI1TRJG1O8mFJ2zBWe9WBZrjSMKbf1OOus4AFUoT9NaUrFPtXVev1t/mblGmVliGeeGci/x4NYUuJ2riSkuOUWvbnTuzfiqVNu5yo6hw4hduumz3vHjoj797udM4lEIrGOSOPPWOboUTW2BJtRycmIOTmIhYWIR44Yf3brVsSnn675eUVB/O9/reXDsSmVlpaGHo8HR44caevzI0eOREVRMC0tzWlWJDYRqVEIHdB6vV7Lg3iSA2+7aZE0pvLz8103pZyYKrzqwdrsI2lM8aDHjTcGBk7x8RVYXq6+Lk2p2GfjRv3AefZst3NknWXL9PfQtasYxoUkMosW6XVt0gRxzx63c2WeP/9Ujajge+jWzdk+HhKJROIGIo0/Y5nRo/WG0ogRiH/9ZT2dxYsRmzULpFOvHuJPP5n/vGNTKicnx5GppJladmdaSZwjUqMQOqDNz8+3lQ6JgbfTNEgYU+vXr0ev1+uqKUXCTOFRDzdmoJEoS170GD78Hd3AqaBAfV2aUrHPQw/pB807dridI3tcd53+PubMcTtHEids24aYmBjQU1EC7ZJI7N0bOhMV8YIL5N5nEolELEQaf8Yq33+PGB8fWH736KPO0tuzR13qp6V37bXmP+vYlPrqq68wLi4OPR4PLlq0yNJnFy1ahIqiYFxcHPWnT0mMEalRIDmgdTLwJjWbxIkxpX3W5/O5ZkqRnN3Dmx4FBQWulKuTMuVLj4aoKNX+QdM996jvSVMq9gmeydG1q9u5sc8ff+g3w05IkJtLi8qxY4g+n97ImTzZ7VzZZ+dO/dMtARAHDUI8ftztnEkkEok5RBp/xir/+ldgltTw4WTS/O47xDp1AjOmzP4w6diUQkScMmUKKoqCXq8X33nnHVOfWbx4MXq9XlQUBSeL3DOIAURqFEgPaO0MvEnvg2THmBLdPDGCJz1EM/t41CMjo6Y5IU2p2Ob77/UDZae/urnNiy/q7+cf/1D3zJKIQ3U14qhReh0vugixstLtnDlj61Z1+WHwfV1+uVxmKpFIxECk8Wesoi23q1cPcfducunedFPA7HrqKXOfIWJKISI++eSTWK9ePfR4PNi/f3986aWXcOvWrXj06FGsrq7Go0eP4tatW/Hll1/GQYMGocfjwfr16+OTTz5JKgsSm4jUKNAY0FoZeNN6YpwVYypWlpkZwYseIi2L5FWP0GVcf/whTalYZ9o0veZbtridI2dUVyP276+/p9dfdztXEiuEGounn662RbHAxo2IDRro72/4cPENN4lEEvuINP6MRTZuDBhHl11GNu316wNpZ2eb+4xjU8rj8egORVFqvBbuMHuex+PBuLg4p9mURECkRoHWgNbMwJuWAaJhxphiuSG30X5dNA0QDR70EGUDeZ71WLmy5mBemlKxTfDTwTp0iI1ZRT/8gFi3buC+mjZFPHjQ7VxJzPDNN4j16we0i4tD/OILt3NFluJi/V5ZAIg33IBYVeV2ziQSicQYkcafscjbbweMo3nzyKffqJGa9jnnmDvfsSkVyVxSFKXGYfa80M9I6CFSo0BzQBtp4E3bANGIZEwZvUfLlAr3ZEMWBoiG23q4MQMtHJHKnHc9Tp7UD5ZGj5amVCzz88/6gfGDD7qdI3I8+qj+3saMcTtHkmgcOYLYvr34T4I0w2efqcsvgu/1jjtiwxSWSCSxiUjjz1jkmWcCptQHH5BPv2tXNf1mzcydT8SUon1IU4ouIjUKtAe04QbXrAwpjXDmUySzipZ54vP5dGYHSwNEw009eDGlEMOXvSh6XHZZYJDUsiXiF19IUypWmTNHPyjesMHtHJHjxAnETp309/fZZ27nSmJEdTXiNdfo9briitiePfTRR+pTlILv+aGH3M6VRCKRhEek8WcsMmNGwJSi0RW/6CI1/Tp1zJ0fDw6prq52moREwg0PP/wwAADk5ub6X8vNzYVp06b536NNRkYGFBYWQmZmJmRlZcHUqVNhyJAh4PP5YPny5ZCcnMwkH3PnzoVHH30UMjMz4b333oPJkyfDli1boLCwEDIyMpjkgQc9eCA5ORmWL18OWVlZwumRmQnw8cfq/3/7DWD37gTq+ZS4w+LFgf+3aQNw7rmuZYU49eoBvPACQL9+gdfGjwf47juABFmlueOppwDefTfwd5s2AAsXAng8rmWJOoMHA7z+OsCIEQBa13z6dICkJIAHHnA3bxKJRCLhi6SkwP9LS8mnr6Vpdtjq2JSSSGKN0IG3GwaIZkz16tULLr74YkhPT2dqSAEAeL1eWL58OfTt2xcuvvhiAABYv349MwNEgwc9eEAzpkTTIzNT//eGDalE8nHkyBHYvHkzkbRilS5dukCDBg2YXGvvXoD16wN/DxkCoChMLs2Mvn1VIyo/X/17xw510J+X526+JHrWrwe4557A33XrArz9NkDDhu7liRXXXgtw7BjADTcEXps0SR183Habe/mSSCQSCV80aRL4/++/k0//jz/UObuNG5s7X5pSEolEIqFG584ALVoA7Nun/v3VV2RGhps3b4Z+wdNWJDVYvXo19O3bl8m13n9f//fQoUwuy5xZswA+/FDtbAEAzJ4NcN11AD6fu/mSqPz1l2rMVFQEXnviCYCePd3LE2vGjFGNqdtvD7x2++2qMTV6tGvZkkgkEglHpKcH/l9cDDB2LLm09+xRV0cAAHTpYu4zMTyRWSKxR15enn9J0rRp0yA3NxfyGP8UXlJSApmZmdC7d28oKiqCXbt2QVZWFpSVlTHLQ3l5OWRlZcGuXbugqKgIevfuDZmZmVBSUsIsDwB86MEDZWVlQuqhKAD/m9gFAACbNqWA/D0k9gheunf66QDnn+9eXmiSmqouDdOorAQYNy6wXEriHtXVAP/6F8CvvwZeu+46gFtucS9PbnHbbQAzZuhfGzsW4J133MmPRCKRSPjinHMAUlLU/y9bps5qIsWSJYH/m+4Pkt/WSiIaIm00Jzc6lxudy43OxdPj1Vf1m+8C9CVervKoebDaRP7PP9XNLDV9b7mFyWVdo7pa3TQ7uE4/84zbuZLMmKHXpEMHxJBwWeuYNElfJvHx6oboEolE4jYijT9jlRtuCGx2/sorZNKsqkJMSwuku2OHuc9R+7n62LFjUFpaChXBc6ijcMYZZ9DKjkQSleAZIMF75ITuoUNzPyNthlTopuahm5+z2F9q586dsGLFCv+eRaGbbdPeYJsHPXhAmyEVuqm5SHoEz5RSyQSANUTzd++998IzzzwDbdu2hblz54LX6yWavkZ5eTlMnDgRdu7cCfPmzYPOnTubeo80CxcuhBdffBFycnJg1KhRAADw3Xffwa233krtmkZ8+KF+plCsLt3TUBSAZ54BWLEC4OhR9bVJkwCuvBKgZUt381ZbWbkSILjpSUhQZwUx3IaRS6ZPV+uoNruvslL9fn7yCcDAge7mTSKRSCTucsMNAK+8ov5/yhSA4cMB6td3lmZ+vrrnJqK6F2e7diY/SMYTQ6yqqsJXX30VBw8ejE2bNkWPx2PpiIuLI5UViUVEcqppzZQyM9uD9gydSLOhIp1Da0ZPfn5+2PNYzNDhQY/8/HzXZ0qZKWtR9OjSJfgX+2Iq5WrmO+QE3vWgPZPUiH/8I6Bt48aIFRVMLus68+frZ6EMGeJ2jmonv/+O2Ly5XosFC9zOFT9UVSGOGaMvn8RExLVr3c6ZRCKpzYg0/oxlsrLUWU0eD+LIkc7S2rwZMSkpMEvq88/Nf5aIKbVjxw5MT0/3G0yKolg+PB4PiaxIbCBSo0Bj0GXF3KBlhFgZTIee68YyM5oDb1708Hq9rppSVspYBD3uvjt4UFSJAKlUypWWMSWCHm6YUocOqUuCNG3HjqV+SW6orETs2VM/2H//fbdzVbuorEQcMECvwQ03uJ0r/qisRLz2Wn05paYibtrkds4kEkltRaTxZyyzbRvihAmBY/t2+2k9/XQgncces/ZZx6bU4cOHsVWrVjXMqMTERGzVqhW2adPG9CFxB5EaBdKDLjumBmkjxM4gOvgzBQUFrpgnNAbePOnh8/lcM6XslC3venzySei+UldTK1fSxpQoerhhSi1cqNf144+pX5IrvvkGMS4ucP8tWyIeOeJ2rmoPDz2kr3/p6Yjl5W7nik9OnkQcPFhfXk2bqgMSiUQiYY1I408JfRybUg888IB/plNSUhJOnz4dd+7cSSJvEkaI1CiQHHQ5MTNIGSFOBs+imidG8KaHiGYfz3ocO4ZYt27wgOhZquVKypgSSQ83TKns7ICmKSmIJ05QvyR33HeffqB/221u56h28PHH+nJPTkb86Se3c8U35eWIAwfqy61lS0TZbZdIJKwRafwpoY9jU6pTp06oKArGx8cz279CQhaRGgWz+x5Fg4SJ4TQNEoNm0ZaZGcGjHqIui+RZD/1gaDv1cnX6HRNND9amVFkZYr16AU3/+U+ql+OWY8cQzzorUA6KIvfroc3u3YiNGunNlbffdjtXYlBWhnjBBfqyO+ssxL173c6ZRCKpTYg0/pTQx7Ep5fV60ePx4MCBA0nkR+ICIjUKoYMur9dreaBHcrmX3bRILi8SZUNuI3jVg7UpRXJWDa96hD6yHaAN9XK1+10TUQ/WptRbb+n1fO89qpfjmoICfVn4fIinTrmdq9jk5EnE88/Xl/ftt7udK7E4fBixWzd9GXbsiLh/v9s5k0gktQWRxp+1iSNHEAsLEWfPRrznHsRx49QZ4A8/jPjKK/SWfDs2pbQn7Y0fP55EfiQuIFKjEDro8vl8lgZ6NDbGtpom6f1u3JjREw47A2+e9WBZrjT2H+JRj6++CjWlxjGpr1a/c6LqwdqUCt442etVZwzVZv7v//T1e8YMt3MUm9x1l76cMzJUo0pijf37VSMquCy7dVMNK4lEIqGNSOPP2sA33yBef706A15RIh8dO6pPICb5tGXHplRGRgZ6PB4cMWIEifxIXECkRiF00FVQUGB6oEfrSW1W0qbxZDBeTClEawNv3vVgVa40n9TGmx6PPpqHKSmnggZBbzOrr2a/eyLrwdKUKi9XHyuvaTl0KLVLCcP+/folZfXqyT2OSPPuu3oTpWFDxF273M6VuOzdq196CqDOQisrcztnEokk1hFp/BnrTJ2KWKeOajh5PAHzyePRH8GvK4r6Q8YPP5DJg2NTaubMmagoCp5xxhkk8iNxAZEahXCDLjMDPZoDbrPXoPWoep5MKURzA28R9GBRrjQNECvXYKnHWWeVBA2A/sKVK9nV12iai64HS1Pqgw/0A9k33qB2KaF45RV9uQwahFhd7XauYoPt29XN9IPL96OP3M6V+OzcqW52Hlpvjx93O2cSiSSWEWn8Gcvce6/eaPJ41KcKt2uHePHFiFdfrT659fzz1QeKBBtUHg9iixaIP//sPB+OTam//voLU1NT0ePx4AsvvOA8RxLmiNQoGA26Ig30WAy4o12LliGFyJ8phRgbetAuVxYGiAZfeozVDX5eeGGTrbTs6mOkfSzowdKU+te/AhrWravuQSBRDahBg/QD/IUL3c6V+JSXI3btqi/XBx5wO1exw7ZtiE2b6sv38svlvmgSiYQeIo0/Y5Xly/UGU8uWiE8/jXjggPFnvvgC8Zpr9J/r3dt5XhybUoiIy5Ytw7p162K9evXwv//9L4kkibBr1y68++67sUOHDuj1erFhw4bYo0cPnDNnDh5zsPnFL7/8UuNLFO0488wzw6bVv39/02nQQqRGweqsE5YDbo3Qa9I0pBD5NKUQxdeDVrkWFBQwNUA0eNFj+PD7dAOfceN+sZWOE31C60Cs6MHKlDp5EjE1VT94lQTYvh2xfv1A+TRuLDeQdsq4cXrDpH9/sntZSBA3bdJ/rwHUfeMqK93OmUQiiUVEGn/GKueeGzCXMjOtLd1++221r6N9fskSZ3kh5nSsXLkSzzjjDPR4PHjuuefijBkz8MMPP8SVK1fiqlWrTB0kWbJkCaakpBgaPGlpabh9+3ZbadsxpS655JKwaUlTyhpW9ufJzs5mPuDW0AaX2dnZVA0pRH5NKUSx9aBVru3atcP09HSmBogGD3qo5fGjf9DTvfthB+nY10czptLT02NGD1am1PLl+oHrggVULiM0oU+aHDnS7RyJy3//qy/L5s0R9+1zO1exydq1+r3iABDHjEGsqnI7ZxKJJNYQafwZi+zcGTCUWrdGtDNMffzxQBqjRjnLDzGno7S0FO+77z5UFAU9Ho/lIy4ujlRWcOPGjZiQkIAAgElJSTh9+nQsLi7Gzz77DMeNG6czpuwYBadOncLNmzdHPa6//nr/tV5//fWwaWmmVI8ePaKmRwuRGgWzTzLT3s/OznYhlyraIBMAqBlSiHybUoji6kGrXLWjqKjIVnpOcVsPtTye9g944uOr8OhRu+k406eoqCim9GBlSgXPWomLQzx4kMplhObUKUSfTz+4//RTt3MlHlu2qE921MrQ40H8/HO3cxXbfP65fqYfAOLtt8u90SQSCVlEGn/GIq+/HjCUpk+3l8bx4+pej4qCePbZzvITDwT45ptvICsrCw4cOACKogAAACKSSNoWd955Jxw/fhzi4+Ph008/hQsuuMD/3qBBg+Dss8+G++67D3766SeYO3cuPPLII5bSr1OnDvh8vojnVFVVwcqVKwEAIDk5Ga6++uqI5ycmJkZNU2KO+fPn+/+/cuVKKCkpgYyMDKZ5KCkp8euv5enhhx9mmgdekHqEZ/LkyZCRkQHJyclMr8uDHgCFAHArAABUVnrgiy8ALr2UbQ7Kyspg8uTJ/r9rtx4Bjhw5Aps3bzZ8v6oK4J13MgCgLgAAdO9+GLZt+55R7vigS5cu0KBBg4jn1KkD8J//APTurQ7rAQBuuglg82YAr5dBJmOAo0cBrrkGoLw88NrUqQADB7qXp9rAwIEA774LcNVVAJWV6mtPPQWQnAwwfbqrWZNIJBIJIf78M/D/Hj3spVG/PkDnzgAlJfr0bOHM00Lcs2cPNmrUCBVF8R/16tXDc845B/v27YsDBgwwfZBg/fr1frd1/PjxYc+pqqrCTp06IQBgamoqnqKwk+Py5cv9+RgzZozhedpMqf79+xPPg1lEcqqjzQQI3pPFjX1iEGvuV0N73x6eZ0qJrAetcs3Pz6e+z5gRPOiRn5+PACkIUOH/FX7CBOvpONEn9N5jRQ8SddZoZl/guFA3gwJgfJTzY++wUq633qqfcXL//ZYlqZVUVyOOGKEvu6wsuYyMJW+/rf6KHqzBjBlu50oikcQKIo0/Y5HHHgvMlHIyA/nCC9V0EhOd5cexKXXLLbf4l+ydfvrp+Prrr+NxF58jO2nSJH/FXrduneF5M2fO9J9XUFBAPB/BS/dWrlxpeJ40pawRadAVzmxgPfA2GtzSNKZ4NaVE14N2ubI2QnjRw+v1/q8svvQPdHw+62nZ1cfonmNBDzam1PygQWoVAjR33STi2ZQ6ckR9mo1WZnFxiN98Y1mWWsdzz+nNkFatIj8NSEKHBQv0OgAgPvmk27mSSCSxgEjjz1jklVcCptT8+fbSqKpSn9yqKIhnneUsP45NqbZt2/pnR33//fdOk3NMv379EAAwMTERKyI8mqW4uNj/BZg8eTLRPJSWlvoHXm3atMHqCAvxSZpS+/fvt3WsWbNGmEbBaNAVyWRgNfCONqilZUzxaErFgh4sypWVEcKTHj6f739l8YhuoGN142I7+kS7V9H1oG9KKQiwJ0i3Va4bRLybUoiI77+vH9T37CmfaBaJDRsQ69YNlFd8PGJxsdu5qr089VRNY+rll93OlUQiER1pSrnLd98FTKnOndW9MK3y6quBNIYOdZYfx3tK7d27FxRFgYEDB0Lnzp2dJueYbdu2AQBA+/btIT7e+PY6duxY4zOkePfdd6H8f5sgjBw50r/PViR++OEH6NWrF/z4449w4sQJaNKkCZx33nkwdOhQGDFiBNSpUydqGs2aNXOcdxHJy8uD3NxcmDZtWth9gpKTk2H58uWQlZUFmZmZUFhYSHzPlpKSEsjMzASfzwfLly8Puy+Nlrfc3Fzd37GG1MM8GRkZUFhYCJmZmZCVlWWYVyfwpseUKVPgH//4B6j7Sk3xn1NUBDByJNHL6igrK4OsrCzYsmWL4T3WFj2skpOTA6NGjYLvv0+Gm25q5X/99ttbwbXXrraVZnl5OUycOBF27twJ8+bNM+w/bN26FSZMmABt27aFuXPngpfwhkwLFy6EF1980X+P4SgpKYGJEyfavsZVVwFcfTXA+++rf3/1FcAzzwDccYftJGOWw4cBhg0DOHUq8NpjjwEEbQ0qYcxtt6n7e02aFHgtJwcgKUnVSiImVVUAq1cD/P47wOmnA/TrBxAX53auJBIJK7p0AWjTBuCXXwC2bQO44QaAV14x3w6sXavvx1x5pcMMOfO0EJs1a4Yej8dw/yaWHD9+3O+0Dh48OOr5iYmJCAB4/vnnE83HgAED/PnYvn17xHO1mVKRjs6dO5tyjqOlY+Xg1akO/RU/JycHwWDGQSi0ZoRYnV1BesYUTzOlrNwb73qwLFdaM3R41CNQHvEIcMT/y/vIkdbStaKP1XsTVQ8aM6WC29h77tHPlti923LyiCieHiTKde9exOTkQNklJSH++qvdnMcm1dWIV16pr2NDhsinvvHCgw/qtYmPR/zoI7dzJbHD4sXqkthgPVu1Ul+XSFghZ0q5T/BMJ0VB7N4d8ZNPIu/f+Ntv6v6Y9eoFPtupk/MZ4I5NqfPPPx89Hg8OGzbMaVKO2b9/v79SDx8+POr5zZo1QwBAn50NTQzYvXs3KoqCAIC9e/eOev7AgQPxoosuwrlz52JRURFu2rQJv/jiC/z3v//t34wdALB58+a4O8oIoDaaUlbNHdIDb7uDJZLGVEFBARemlJ174lkP1mYf6YE3r3roy+NDf4f49NOtDT7NlqvdexJRDxqm1OrVq/15b9jwkF+vnj0tJ42IYupBqi145hn9IPCKK6ThEszjj+vLp107xL//djtXEo3qasQ77tBrVK8e4mefuZ0ziRUWL1YHkcE6AgQGpdKYkrBCmlJ8MGyY3phSFMTmzREHD1bb/IceQrz3XsQxYxB79FD3xlSUwGeSkhBJ/Jbt2JR6/PHHUVEUbNasWcQ9nFjw66+/+iv1SBM/u7du3RoBANu1a0csD9OnT/fn4fnnn496/uHDhw3fO3XqFI4aNcqf3tVXXx0xrdpoSuXk5FhOg9TA2+kgiYQxVVpaGrRHj3umlJN74VUPN2agkRp486yHvjxu03WKN282n76ZcnV6L6LpQcuUQkS85ZYXdFrNmmU5aWH1INUWVFUhXnCBfiD47ru2koo51qxRO7rBZsemTW7nShJKVZU6MAmuw4mJcs8vUSgvR2zSpKYhFWxMtW4t97yTsEGaUnxQUYH4f/9X05gyOrTzPB71B+VVq8jkw7Ep9ffff2ObNm3Q4/Hgo48+SiJPtuFhplTHjh0RALBevXoRDSezVFRUYIcOHfz3tXfvXsNza/NG51YRdXAUjHYPgaeZuWNKkTLXeNPDrWWRvJidtPTQl0cHXYd47lzz14hWrryanXYwey80TamHH9YPXn76ic49RMMNPUg+BGLzZnXZk1aOp5+OSKCrIDT79+ufUAiA+MILbudKYkRlJeLw4Xq9GjSQJiKvlJUhvv024ogRiF6vsSEVfNxzj/q9lEhoIk0pvnj/fcTzzlPNpmhHcjLiLbcg/vUXues7NqUQETdu3OjfW2rKlCl4ys727QRwe0+p9evX+69PcjnjnDlz/Om+/vrrxNLVEKlRIDk4EHEZiUZw3vPz810zpUguQ+RND20vHTfKlYdlobT0CC2PZs1O+DvCWVnm8xepXHleFmoXM/dE05Tq1Cl40PItd8tCzWBXD5JxB1GdCh88ALzpJkfJCU1lJWJmpr48Ro6Uyxp559QpxMsv1+vWtCnitm1u50yCqBpKL76oLr+pV8+cERV6eDyIgwapy46tPh1XIjGDSOPP2sSmTYhPPok4erTahvTpo7YFQ4eqe0m99x4ijQdUOzalFi5ciAsXLsS8vDysX78+ejwePO2003DcuHE4f/58fOWVV/znRDtI0LhxYwQA7Nq1a8TzDh06RNxAuvXWW/1pLl26lEiaiIgfffSRP905c+YQS1dDpEaB9OBAtA13EWvm2a0ZPaQ3bEfkTw83Z6C5vYE+Ih09Qsvjssv+8HeCExIQT5wwlzejcuV9A30nRLs3WqbU1q36wcrAgSttt1ekYKkH6bhTXo7Yvr2+TB0mKSyPPKIvh86dEY8edTtXEjMcP64OVIL1a9EC8eef3c5Z7eSXXxCfeALxwgtVQ8mOEWV0KApi376I8+bZf8CFRBKKSONPCX0cm1KKoqDH4/EfiqLUeM3MERcXR+J+sF+/fggAmJiYGHGPq+LiYv8XYPLkyY6ve+rUKb8hRnp/rWXLlklT6n+QHhwgmh800TJANMwMmsLllZYpVVBQ4CivduFFDzdnSmmYvUeR9AgtjylTtuk6v59/bi5f4cqVlgGiwbsetEypvDz9AGXzZvvtFUlY6UEj7nz2mb5MO3Uyb8jGCoWF+g2XExMROe16SAwoK6u5T9pZZ6lPm5TQpboa8dtvVWO3W7foxlJCgvp0y4YNw290HmxARUsrIwNx9mzEHTvcLgWJyIg0/pTQh4gpReLweDwk7gcnTZrkr9jr1q0zPG/mzJmmBt9mef/99/3p3XXXXY7TC+axxx7zp/3aa68RTRtRrEaBxuAAMfrgibYBohFp8GSUR1qmlM/nC3uvNAfcGjzo4dYMtFCi3atoeoSWx5Il63Sd3UmTzOUpnIlK0wDR4FkPWqZU9+4BfdLSAkur7LRXpGGhB624M3q0fqA3dSqRZIVg7151uVfw/VPYnUDCgMOHa5oiHTsi/vmn2zmLPSor1YcCTJyI2LZtdPOoYUPEf/1L3Svm2DE1De3pe6Hmk/baW2+phvFNNyE2axb9Gt26IU6bJpduSqwj0vhTQh/HptTo0aOJHSQI3tdp/PjxYc+pqqrCTp06IQBgamoqkT2wrr76av91NxHc7bGiosKfVwDAX3/9lVjaGiI1CrQGB4jGgyhWhpRGuEEU7dkR4dLxer017pnFgFvDbT14MaUQje9ZRD3ClUfwgKZHD3P5CWei0jZANHjVg4Yp9dZbJboByAMP6M+32l7RgLYetOLOwYP6J2HVrYv4ww9EkuaaU6fUpUDB9ao276sVC+zfH7rvnGpW1PZN/Elw4gTixx8jjhtnziRq1QrxttvU2ZhGw5vFi9Xzgj/XurX6ejCVleqTte64o+bDCMIdnTsjTp6szuCS+8JJoiHS+LO2ceoU4ldfIX70kfqD0QcfqNsMHDpE75qOTSke0ZbwxcfHY3GY59QGbxw+ZcqUGu+vWLHC//6oUaOiXu+vv/7CunXrIgBgly5dTOfz888/j/iEvlOnTuGoUaP8ebniiitMp20FkRoFmqYUYs3BFGtDSiN4MMViH5lw6eTn5+vuneWAW8NNPXgypRBrDrxF1SNcedx7r/7X2oMHrafj9XqZGCAaPOpB4qEHoeV6yy07dYOOr76q+Rkr7RUtaOpBM+689pp+UHfhhYhVVcSS55Lg7zsA4rnnqvsTScRm71516V6wtuefry7xk1jjyBHEN99Un3KYnBzdDOrUCfHBBxFLSsybQZWViCtWIL7xhvpvZWXk86uqENeuVWdptWkTPU/t26s/Ynz1lTSoJOERafxZWygsRLzsMvVJndrsyeDD40H0+RBnzSL/o0NMmlIbN27EhIQEBABMSkrCGTNm4Nq1a/Hzzz/HG2+80V/x09LSwg6krJpSzzzzjP/8xx9/3HQ+R40ahUlJSXj99dfjCy+8gKtWrcJNmzbh6tWr8d///jd27tzZn26zZs1w586dVorBNCI1CrRNKcTAQE+7BmtDSiN4s23aT9wySkcb6GmvsRxwa7ilB2+mFCLGhB7hyqOwUN+Zfftt6+nk5+c7uCt78KgHaVPK5zvi1+XMM40HF2bbK5rQ0oNm3KmuRrzkEn39f/FFYslzx4cf6u+1QQO5MXYssXNnzRk1Aweqm/tLIvPHH4gvvKAOCOvWjW769OqFOHOmO7Mrq6sRv/5aXW6flhY9r2eeiXj33Yhffhn7prvEPCKNP2OdQ4fUtsfIiNKO4NdTU1XznBQxaUohIi5ZskTXOQ090tLScPv27WE/a9WU6tWrFwIAxsXF4e+//246j8GzoCIdXbp0we+//950ulYRqVFgYUohIhYVFfmvUVRUROUa0SgtLfXnITs72/A82uZJdna2/zU3zDlEd/Tg0ZRCFF+PcOVx/Dhi/fqBDuy4cfbScQPe9CBrSrXQDSwmTDD+nNn2ijY09KBd137+Wd2EWCvnhg3VAWqssXOn2okNrlPvv+92riSk2bat5n5hgwcjnjzpds744+efEefOVZezRttgPD4eMTMT8Zln+NpIvrpaffjFlCnqDIpoBlWLFuryQjOzsySxjUjjz1jmwAHEs88Ob0IlJwfMqLp19e9pr5PaD9MDMcoVV1wB3333HUyYMAHS0tLA6/VCamoq9OjRA2bPng2bNm2C9u3bO77O9u3bYf369QAAkJmZCaeddprpz95///0wb948uPbaa8Hn80Hz5s2hTp06kJSUBO3atYPhw4fDO++8A5s2bYLOnTs7zqvEHCUlJTBkyBBIT0+H9PR0GDJkCJSUlDDNQ1lZGWRlZUFKSgpkZ2fDkiVLIC8vj2keAADy8vJgyZIlkJ2dDSkpKZCVlQVlZWVM88CDHrwQq3rUrw/Qr1/g78JCtftqhYULFzrKgx1406Ndu3aEU79a99fQoeHPku2VM9q2BXj00cDfhw8DTJjgXn5ocPIkwLXXAvz9d+C1iRMBrrrKrRxJaNGxo9qGp6YGXlu2DGDkSICqKteyxQWIAN9+C/DIIwBduwK0a6d+D9asCR/zvF6AIUMAXn0VYP9+gE8/BbjlFoCWLZln3RBFAfD51HvavBnghx8Apk8HOPfc8Ofv2wfw9NMAAwcCtGgBMH68el8VFUyzLZFIQG13hg4F+Pln9e/4eIB//Qvgs88Ajh4FKC0NnDtoEEBZGcDSpQAXXaS+pigAU6YAvPEGkcxIajsiOdW0f7EO3ZfEjf1Rwl0z0v4otGb05OTk6K7pxv5aburB20yp0Dogqh5G5TFnjv7XVIOJrIbpGH0/aMGjHgUFBYRnSn3u1+O008Ivu7DaXtGCph4sZuVVVNR8gtnHHxO/jGvccov+3vr0Md6EWRIbrF2LmJio133MmNq3fKuyEvGLL9SZpqF7boU7GjVSn8z54YfiL3v8+WfExx5T9xaLdt8NG6r3/dFH6ubukthHpPFnrPLaa4EZT6mp6oMNQtHez8rSv/7YY4EZU6efjnj0qLO8mDaldu/eTf2QuINIjQLNwYHRIIalERLpWkYDPVrmSbhrsRx4u60HT6aUkfYi6mFUHps26Tuozz5rLZ1QE5UmvOpB9ul7TRCg0q/HzTfXPNdOe0UD2nqwWipaUqJ27rQyP/NM5508Hli0SP/dbtIEcc8et3MlYcHnn+uXZgMg3n577G98ffy4aq6MHVtzKWO4o3Vr9Ql3K1aoBnUs8uuviPPnI/brF32pYkoK4vXXI773HuKxY27nXEILkcafsUp6esB0eu+98OcYmVKIiP/6V+B9p1u7xpudUdWmTRtQFMXs6ZZRFAUqKyuppS+RRKKkpAQyMzPB5/PB8uXLITk52f9ecnIyLF++HLKysiAzMxMKCwshIyODeB60JTBbtmwJe42HH34YAAByc3N1f9MiJyenxjUyMjKgsLAQMjMzISsrq0ZZkYIHPcrLy4mnaYe8vDzIzc2FadOmxbQe6ekATZsCHDig/l1YCHDzzeY/P2rUKDjzzDOpfz9414McVwJAnP+v0KV7vLRXPOhhhiNHjsDmzZujnjd06Fnwzjvq2pzduwFycvbCrbfuopw7euzenQDjxnUDrS4pCsKkSd/Drl1/w65d+nO7dOkCDRo0YJ1FCUUGDgR49111mabWxX/qKYCkJIAZM1zNGnGOHAH45BOA998H+PhjdelLJM45Ry2Xq69Wl7pRHGJxQevWAHfcoR5//AHwwQdq3Vi5suayztJSdTnQG2+oSxgHD1Zj0GWXAbjUhEskMce+fQBbtqhWcM+ealtklcmTAV57Tf3/smUAN97oIENm3StFUdDj8aCiKFQOj8fjzF6T2EYkp5rGL9Zmf02nOUPHStqhswLcmNFDc0YIL3r4fD7XZ0qZnW0ikh6RymPECP1TuSL9YmyUDs0ZOrzrQXam1Md+LRo31mvhpL0iCSs9yJZrtCMJAXYHzRqoRIDuJj/L25GAAN+FzIJ4xPB8tx5WIKHP22/rZwECIM6Y4XaunPPHH+rsgKwsxDp1os+IuuACxNmzEX/6ye2c88OBA4gvvYR46aXRy7BePcQrr0T873/JP45ewh6Rxp+xyLvvBmY5zZxpfF6kmVKIiG3bqu+3bessP5ZMKZqHNKXcQ6RGgbQpZXWwQsMIsZNm8GDMrWVmNAbePOnh9XpdKVcNq4N5UfSIVB4vv6zvgK5da3ytSOnQMEJE0IOcedIAAU76dbjhhsD7TtsrUrDUg60pBQhwechgbAMCxHFgMlk9FoTcx6cI4DE8X5pSsc0rr9Q0GZ580u1cWWfHDnUvld69zT0x75JLEJ97DnHfPrdzzj+HD6uG05VXqgZUpLKtU0c1sl58UTW2JOIh0vgzFnn66YDhtGyZ8XnRTKkBA9RzEhOd5ce0KbVr1y7qh8QdRGoUSJpSdgcpJI0QJ2lpgzJtLx03zBOSA2/e9MjPz3etXO0O4kXQI1J57Nmj73RGesxstHIlaYSIogc58+T/dDp89JH6Hon2SkQ92JtSgABvhQzCJnBgMlk5bgjJ/14EaBrxM9KUin2efrqmufDyy27nKjLV1YgbNyLm5iL6fNFnQyUmIl5zDeLrr8vZPE4oLUV8803EYcMQvd7IZR4Xh3jRRepelL//7nbOJWYRafwZi0yfHjCc1qwxPi+aKdWvn3pOcrKz/JjeU+rMM880e6pEwgy7+/442ZOF1B460fZkiUboni1uQGrPFh71OHXqlOU0SBBpj5xoiK5Hq1bq48R/+EH9u7AQwG71JrWnkeh62COwgVRiYiVcfHE88fZKZD1IcNZZZ8Gff/4J8+bNg86dO9d4/+DBOjByZCUcPap20+rXfwz++98RcPrpJwFAjX0TJ06EnTt3GqYRjYULF8KLL74IOTk5MGrUKFv3ES6NHTsSYfz4dNCa0Lg4hPnz/4KuXd/Tffa7776DW2+91dZ1JWJy663qI8UnTQq8lpMDkJgIcO217uUrlKoqgDVr1H2PPvgAaux/FkqTJgDZ2eqeLBddBJCQwCCTMU5yMsDw4epRXg5QUACweDHAkiVqHQqmqkp9hP1nn6l1rG9fdQ+qIUPUvawkEklNgtspJ9vobtum2sOnneYwQ848LUksIJJTHfprs8/nszwDgdTsBSezBkjO7nFzppSGkzLlVQ83lkWSmk3Csx7RyuP22/VLH4yyYLZcnZSpaHqQqLMFBV8iQLlfg8zMP4m2VyLqQWOmVEFBQdQyzc/Xzwa49FJ11gbPehw5gnj22fp8z54d/vOsnmoo4Y+HHqq5zG3pUnfzdPy4mocbblCfEBltRtSZZyLeeSfiypWx+8Q8HjlxQp29O2YMYsOG0XXq1Utdbrlzp9s5l4Qi0vgzFnn11cAsqNdeMz4v0kyp4H2pxoxxlh9pSkmEahRCO7Fer9fSQI/0Pi92Bgek90Fya0+pUOyULc96sC5X0vvu8KpHtPJYskTfoTQaqNA2+0TUg0SdnTp1q678c3M3Ed+3TTQ9aJhSq1evjtpeVVUh9u2r/z4sWFDOrR7V1eqypeD8XnGFeh/hkKZU7aW6GvGOO2puYv3ZZ2zz8fff6jK7a65Rl91FMzi6dFGX8W3cqN6DxF1OnUL89FPEG29EbNo0un7du6tLln74we2cSxDFGn/GIuvXBwyle+4xPs/IlPrhB8RmzQLvf/qps/xIU0oiVKMQ2onNz883PbCg9UQsK0YIjY25eTGlEK2VMe96sCxXWk8o41GPaOVRWqr+aq51Iu+4I3y6VvWxUsai6kGizg4atD+oE38MO3fuQeUJlyLpQcuUQozeXm3dqn8iVZ06f2Fy8hlc6jF/vn4A2KYN4qFDxulIU6p2U1WlzkoKrjOJiYjFxXSvu2+fuvH4JZdEf9qboqgbmj/2GOL27XTzJXFGZaU6a+222xBbtIhuUJ1zDuKUKYjffScNRrcQafwZi5w4gZiQoLZzPXsanxdqSv32G+KcOYgpKerrioL4j384z480pSRCNQrhOrFmBhY0H9GOaM4IoWFIIfJlSiGaK2sR9GBVrrQG3Bq86WFmA/ng2SGdOoVPk9YG8iLr4bTOHj+OmJBQEdRxfxe9Xi9xA0RDFD1IPPQgkjbR2qIpU/SDqSuv/NPy9c3gRI916/QD/Lp1Eb/6KvL1pCklqaxEHD5cX78bNFBnIpHkp5/UZaQXXBD9iXl16qiDr/x8uWm2qFRVqebm3XeryyyjGVRpaYiTJiFu2CANKpaINP6MVTIzA6bTL7+EP0d7PyFBXTKrGVGKor7XuTPiwYPO8yJNKYlQjYJRJzbSwIL2gFsj0sCCliGFyJ8phRgberAoV9oDbg2e9PB6vVHL9dFH9R3GPXtqpmdXn0hlLroeTuvshx+GdtZHYH5+vqU0rCKCHmbqbDSizxA0bpMOHCjFhIRdOm1WrrR+n2awo8fBg4hnnKGvO888E/1a0pSSIKpLsK64Ql9/mjRRZwnapboa8euvER9+WJ0RE82USEpCvPZaxEWL1CV9ktihulo1yB94ALF9++h1oU0bxIkTVVPLaOmxhAwijT9jlZdfjr6ET3s/2IjSjiFDEP/6i0xepCklEapRiNSJDTewYDXg1gg3sKBpSCHyaUohiq8H7XJlNeDW4EUPn88XtVyLi/WdxHCPDHeiT7iyjwU9nNbZUaOCy/0EAiQzMQp418NMnY2GGW0itVdeb5buO9GhgzqzjQZW9KiqQrzsMv339brrzM02kKaUROP4ccSLLtLXoxYtEH/+2XwaFRWIK1aoS75DTdJwR9OmiGPHqptm0/ouSfiiuhrx228RJ082Z1a2bKk+fGXVKnVWn4QsIo0/Y5WjR9VZgpMmIc6YEf6cuDi9EXX66YjXX4+4Zg3ZvEhTSiJUoxCtExs8sCgqKmI64NYIHlgUFRVRNaQQ+TWlEMXWg1a55uTkMB9wa/CgR0FBQdRyrahQl3BoHcMRI2qm41SfYA1iRQ8nZXLqVOiTjJYyNQp41sNMnY2GWW0itVc5OfoB0+TJTu/YGLN6zJihz1OHDsZPzAxFmlKSYMrK1P2bguvTWWch7t6tmk1vvKH+G2wOlJerMzxHj0Zs3NjcLJgJExC/+EKaDBLEbdsQ8/IQu3WLXneaNUMcPx6xsFCNlxLniDT+rM2sWoW4erW6/9q+ffSuI00piVCNgplO7Pr16/3vp6enMx1wa5SWlmJ6ero/H7QMKUS+TSlEcfWgVa7awXrAreG2HmbL9aqr9L9oh06jJ6GPNtiOFT2clElBQWgnfAxzo4BXPWhudB4Oo/bq0CHE5s31e998/73tW41KND1WrFB/NdXyk5CAuHmz+fSlKSUJ5fBh9QlpwW1R8IMv4H8zqO64Q1024vVGNxPS09V92b75Ru4XJDFmxw518+aMjOh1qlEjdZP+ZcvUzaKDqaw0NlElekQaf0ro4wGJRCKRSDgjMzPw/wMHAL77zr281AYWLw7+qxIAPnQpJxIjGjYEmD8/8HdFBcCNNwJUV7PPyx9/AFx3nf7azz0H4POxz4skdkhNBSgoAOjUKfBaZaX+nH37AJ58EuC99wDKy2umoSgAffsCzJ0L8PPPAN9+C/DIIwBdu6rvSSThaNcO4N57AdavB9i9G2DePLUehaszhw4BvPwywODBAM2aAYwcCfDBBwCLFgG0aQMwcCDA9der/7Zpo9ZVCV/s3r0bJk6cCB07doTExERo1KgR9OzZEx577DEoD9ew2OSTTz6Bq6++Glq1agX16tWDVq1awdVXXw2ffPIJsWu4zf796ndm926HCbntikncRySnWi7fqwnPM6VE1kMu36OD2aVQP/2k/2Vyzhz9+3L5Xk3slkllpbo0IVDehcxnr/CsBy/L9xDVmR6hezg9/7yj2w5LJD0qKxEHDNDnYexY69eQM6UkRvz6q7qPSbQZK9pRt676vfjPfxD/+MPt3EtiiX371Ac3DBqknxlq9tA2h1682O074Q+3xp9LlizBlJSUGtfWjrS0NNy+fbuja1RVVeHYsWMNr6GNB6piYDf9Sy8N1HMnSFNKEjOmFC8bOcuNzlVE10NudE4esxudI6qD7zZtAh27zEz9+3Kj85rYLZNVq0I70jcxNQp414OHjc6DX9u1S79sKSUF8bffHNx8CNH0eOihmsujysutX0eaUhIjVqwwN+AfOBDxzTcRjxxxO8eS2sD+/arxmZVVc1lpNGOqdWu5lC8UN8afGzduxISEBAQATEpKwunTp2NxcTF+9tlnOG7cOJ0x5aRf/MADD/jT6t69Oy5atAhLSkpw0aJF2L17d/97kyZNInh37nDppYEn9DlBmlKSmDCleHrkfTizg6YxxaMpFQt6sChXXh55z1IPr9drulzHjQt06urX1z8hya4+dh55TxpaetgtkzvuCO48VyPAaf408vPzLeXBKiLoYaXOGhFNG6vt1RNP6Ac911xjOUthia6H/imAycnqrEY7SFNKYsQbb5gb7L/xhts5ldRWDh1CXLgQMTtb3d/PTH1dscLtXPOFG+PPfv36IQBgfHw8FhcX13h/zpw5/rxMmTLF1jV+/PFHjI+PRwDAHj16YHnIrzbHjh3DHj16+PPhdFaWE3btcn4MGBAwpX75Rf2RzM4PVdKUkghvSpkZxNEeeJsxOWgZU7yZUrGiB6typT3w5k2P/Px80+X69tv6Dl1hYeA9O/qYKWuR9bBTJlVViK1aBcq4S5e/dWl4vV5qS49F0cNKnTUikjZ22quKCsTzztN/P5YssZwtHdHKevduxISEY7prvvOO/etJU0pihNmZUnKQL+GBl16SJqodWI8/gx9kMn78+LDnVFVVYadOnRAAMDU1FU/ZeNTizTff7L/O2rVrw56zdu1a/zm33HKL5WuQQjOTSB8eD2LnzoiPP25+hiA1U6q0tBS3bt2KX375Ja5atYrWZSQEENmUys/PNz14ozXwtmI20TCmeDKlrJQx73qwLFdaA28e9bBSrgcPqsFN69Ddd1/gPav6WCljUfWwU2fXrdN3mm+77WddGj6fj8oMT5H0oPn0PSft1caN+n13WrdGtPvVjVbGJ08inn++vq6cf76zOiFNKYkRlZWqWR7c/gcfcjmUhCekiWoP1uPPSZMm+a+zbt06w/NmzpzpP6+goMDSNaqrq7FFixYIANixY8eI53bo0AEBAFu2bInVLj0alJYpFXxcfrm5vMQDQcrKyuD555+H119/HbZs2QKICAAAiqJAZcjjM/bv3w+PP/44AAB06dIFRo4cSTIrklrChAkToFu3brB8+XJITk6OeG5GRgYUFhZCZmYmZGVlmfpMNMrKyiArKwu2bNkChYWFkJGREfH85ORkWL58OWRlZUFmZqapz4hCSUkJZGZmgs/nk3pY5OGHHwYAgNzcXN3fTuBVjzVr1pj+fOPGAOedB7Bhg/p3YSHA7NnW85GXlwe5ubkwbdo0U2Ubq3qEI/SpQP37/wVPPx34e+7cufDoo48S/X6IqAcNSLRXEyZkwP+6UrBnD0BuLsC//20tH2b0uP9+gHXrAn+3avUbrFvXF/LyJhPRwy5HjhyBzZs3u3Z9EejSpQs0aNDA7WxYIi5OfdLkNdeoTz/733ACAAJPQ/v3v9XzJBK36dcPoFUrgN9+09dVDUVR3+/Xj33eROPQoUNw4MABW59t2rRpxPe1/mdiYiKcd955huf179/f//8vv/wSLrnkEtN5+OWXX2Dfvn010jG6zo8//gi//fYb7Nq1C8466yzT1yEFqSeSavU+XHrLlgG8+ab6xN5IEDOlVq1aBf/85z/h999//1/mwnwrg2jWrBl89tln8M0330BqaioMHz4c6tatSyo7klpC27ZtLQ0oSA70rA4oNEgbIQsXLrT9WVLYHeDFoh52ITnwFlmPUDIzA6bUpk0ABw4AROl36LBqgGjEmh7hQARYvDjwd48eAKeddlJ3jtfrJfr9EFkPkpSXlxNpr5Ys+QzeeaeH/1HMTz6pPorcrERm9Fi8WG90NWwIsGZNS3j11clEjUI7bN68GfrJkV5EVq9eDX379rX0GR7MvmbNAKZNawzz57eFAwfq+V9v2vQE3HHHL9Cs2V9g4TcO4oho9knoIE1Uclhtq4KJ5j1s27YNAADat28P8fHGFkjHjh1rfMYsW7duDZuOmeu4YUqFzBmyxWWXARQUqPW+qkr9d88e9Ufk559Xz1m0KLopRWT53urVq7F+/fro8XhQURT0eDzYuXNnbNGihf/vcOTn5/vf/+ijj0hkRWIDkZfvWZ1WqeF0qRKJZXgk0tCWXAQfrJfvkVj2xaMebi2LdLpUiXc9rJbH55/rp78vWmQ+HRLLvkTSw2rZfvONvmxnziSzzMwIUfWgsXzP6bLIYD3mzftBp2PXrohmtsEwU5bbt6tP9wtOP7i75kQPGuUqj5qH+OXqQYD+CHDd//71cJAnudxUUpPFi/V7NML/llUvXux2zvgk3PjTyRGJ48eP+88bPHhw1LwlJiYiAOD5559v6Z6ee+45/3XeibLp4jvvvOM/9/nnn7d0HZ6I9PS9Fi0Cy62j4diUOn78OLZs2RIVRUFFUXD06NG4b98+RES87bbbIppSBw8exLi4OPR4PHjXXXc5zYrEJiKbUrSeEBcJkvtCOUlLGwzk5OQQKRM7ZUtyHyLe9CCxuTEivQ25wyGCHlbL48QJRK830MG74QZz6ZDch0gUPayWbW6uvvP844/ON+Q2QmQ9aJgnJDaQD9bjkksO6rScPTvyZ82UYXm5anAFpxvu6dV29aCxgbw8yJgnslzplKsk9qmsVPeOeuMN9V+575kxLE2p/fv3+88bPnx41Lw1a9YMAdQfkKwQ/PS+Tz75JOK5H3/8sf/cxx9/3NJ1eCKSKTVokPpeQkL0dBwv33vppZdg3759oCgK3HzzzfB08GYUUWjcuDGcffbZ8NNPP8HGjRudZkUisYSdpTGkliRp2F06FrzkYsCAAfDiiy86yocdSC+B4U2PCRMmOErLCXaWKsWiHgAA9eoBXHghwPLl6t+FhRB2z4Zg7C4RM0JUPaIRvHTP5wNISwPYv9/4fBLtVazo4ZR58+YRba+Ki3tBSsoPUFqqduseeQRg6FCAdu1qfs6sHnfeCfDtt4G/+/cHmDq15nl29aDRxtavXx/at28Pc+fOBa/XG/Hc8vJymDhxIuzcuRPmzZsHnTt3dnx9O2kuXLgQXnzxRcjJyYFRo0Y5zsN3330Ht956q+N0JOThYVkk74i+LDIuDmDAALdzIQnlxIkT/v+b2S6oXj11yfDx48epXUe7hp3riIJ2i0HFYohjU2rp0qUAoHaOZs2aZfnznTt3hh9//BF27NjhNCsSiWWsDPRoDLgBrA/0QgcUVjaOJgWtAR5PevTu3Ru2bNlCJE07WBnoxbIeAOq+UpoptWcPwE8/GZ9L2gDREE2PaPzwA0DQ1gcwdKi5zzltr0jBgx5OIGGAAOj12LjxTgB4BgAAjh8HuPlmdZ+H4I1Hzerx6qsA//lP4O/mzdU9IYy24bCjR9u2bYm3sfPnz4d7770XHn30UVPt1a+//gorVqwg2l4VFxdDVlYW3Hvvvaa+Hy+++CLx7wdpnnnmGUhPT7f8ua1bt8KECROgbdu2EY1CGgahnbQjGYQkzD65B1p07OyBJokd1qxZA2lpacTTrV+/vv//p06dinr+yZPq/poJCQnUrqNdw851eELrYzjeNN3plK0WLVqgx+PBK664osZ70ZbvISLm5OSgoijo9XqdZkVik9q6fC+YaMs6SC4RM8LMNcItk6C191FOTk7Y80guSTKCBz0KCgqolKvVdKItjRFNDzvl8d13+iVETz0VPh2SS8SM4FkPK2U7fbq+TL/7zloadtsr0rDQg8byPdJLf0pLS/GCC3pjXNwqna6vvho4x6weW7bol8x6POrebmawogeJNjZcufIQP9z8fvBWX2NFD7kHmlwWKSELy/Gn3FOKHvv3I+7ejbhrV833LrtM7UNEsIL8ODal6tWrhx6PB2+66aYa75kxpcaNG4eKomD9+vWdZkViE2lKqRh1nFh0mMxcy6jDRMuUCnctFgPuaNdipYdbG52Hw0h7EfWwUx7V1YinnRYYJGdnhzdRaQzwwsGrHlbK9txzA+XZvr1axlbTsNNe0YC2HrwN8o0oLS3F7t2HI8Bxv7ZNmiAeOGBej7IyxI4d9YZlXp61fJjVg2a5uh0/ol2L5veDx/oaC3pIU0qaUhKysB5/Nm7cGAEAu3btGvG8Q4cO+fMzbNgwS9dYunSp/7Pz5s2LeO4TTzzhP3fZsmWWrsMTo0cjtmmDeOaZztJxvHwvMTER/v77b9trIf/44w8AUPeXkkjcJNzSGACgtiQpHEZLY2gtgYlETk6ObikG6yUwPOjBC+GWxtQmPRQF4OKLAV57Tf17xQqACRP084RZLoHhVY/y8nJTn/3lF4DgbRyHDrU37ZqX9ooHPXggOTkZVq36D5xzzn9hz54bAQDg4EGASy75FjZtiq4HIsD48erSTo1LLwWYNMlaPnjQg4f4wcv3gwekHuG5/PLL4f777ze9zJEkodcEAGpLKI0oLy+Hm266CX755Rfq15JIOnfuDKtXr4YdO3ZAZWUlxBusR/8hKAh26tTJ8jXCpUP6Ojzx558Av/4KUfd7jYpTd+ycc85BRVGwZ8+eNd6LNlOquroamzZtih6PB/v27es0KxKbyJlSerRf9NLT0zE9PZ3JL3ihBP+il52dHfEXPJozerRfD7Ozs5nNAAnFLT14mimlEQt62C2PhQv1szeeeeYbXTpGy01pwpse7dq1M1W2jz+uL8uSksB7dvSx0l7RhJYePM48icTBg6WYkLBTp/GYMa9G/dxzz9V8lPnBg/bzEU0PFuUqWjwnAc/1VWQ9aM2U4iV+uKUHqa0SJOLBevw5adIk/3XWrVtneN7MmTP95xUUFFi6RnV1NbZo0QIBADt27Bjx3I4dOyIAYMuWLbFam64uIJGevmcFx6bUTTfdhIqiYFxcHP7yyy+696KZUu+8847//YcffthpViQ2kaZUTYqKivzXKCoqonKNaJSWluo6LUbQNk+0ThsAMO8wabihB4+mFKL4etgtj99+0w+YR4/ezUVHljc9zJRJ796BcjzjjMDSPUT7+phtr2hDQw+eB/lGFBYe1X1f2rdHLC83Pn/DBsS6dQPnx8cjrl3rPB+R9GBVriLFcxLwXl9F1YNGufbp04er+OGGHqzbRgk/sB5/rl+/3n+d8ePHhz2nqqoKO3XqhACAqampeOrUKcvXufnmm/3XWWsQSNeuXes/55ZbbrF8DVK0aeP8SEgImFJt2iCefTZir16It9yi9i3M4gGHDBs2DAAAEBFuv/1205/bt28f3HHHHQAAoCgKjBgxwmlWJBIilJWVweTJk/1/T548GcrKypjnY/78+f7/r1y5EkpKSpjnoaSkBFauXBk2T6zgRQ8eqM16tGgBcM45gb83bEjVvb81+FFyjOBRj2js2wdQXBz4e8gQAk9MAdle8ca6dfMA4Dn/3zt2AOTlhT/38GGAYcMAgh8U9NhjAOef7ywPPOjBS/zg4fvBA1IPPZs2bfL/vzZ/PyQSFmRkZPiffvnSSy/B2rVra5wzd+5c2LZtGwAA3HnnnVCnTh3d+ytXrgRFUUBRFBg9enTY69x1110QFxcHAAC33357jS2Ojh8/7vdM4uPj4a677nJyW4749VeA3budHSdOgH/p3u7dan+jpATguecAMjIAZs0ylxfHptSgQYOgf//+gIjw8ccfw7Bhw+Cvv/6K+JmPPvoIzj//fPjjjz9AURS45pprmKxdlkiiEfxY+/Xr18P69ethy5YtkJWVxTRQB+9xUFpaCj6fDzIzM5l2nLZu3erfA6S0tBSmTZsGubm5kGc0sqEAL3rwQPCeLLVVj8zMwP+3bUsGgBT/3xMmTGD6/eBRj/z8/Kifef99/d9DhjjPBw/tFQ968IKmx4MPHoXTTqv2vz57djVs3qw/FxFgzBh1nzGNoUMB7rzTWR540MPt9kqDh+8HD0g9atK2bdta//1YuHAhs2tJJPPnz4eEhASorKyESy65BGbOnAnr1q2DFStWwPjx4+G+++4DAIC0tDSYOHGirWukpaXBvffeCwAAGzZsgD59+sBbb70FGzZsgLfeegv69OkDGzZsAACAe++9F84++2wyN2cDRSFzGKUHAPDQQwDr1pnIDImpX3v27MHTTz8dPR4PejweTEhIwMsvvxy7devmX55311134XXXXYdnnHGG/zxFUbBdu3Z4+PBhEtmQ2EQu31MxejILyydqIYZ/Ckykp8bQWmbm9Xpr3DPLJ2q5rQdPy/eM7llEPZyUx7Jl+iV8AFf60/H5fMz2w+BVDzNlO3BgoPyaN0esrNS/b1Ufq+0VDWjrwftyqGBC7/ndd/XfmXPOKdNpHrq/WPv2iH//7SwPZvWgWa5uxw8NN74fPNbXWNCDRrkG71fjdvxAdE8PFm2jhD/cGn8uWbIEU1JSalxbO9LS0nD79u1hP7tixQr/eaNGjTK8RlVVFd5www2G1wAAHDt2LFZVVVG6S3OsWuX86NUrsHxv1SrEzz9X94Ht0SPw+ujR0fNCxJRCVCtWp06dUFEUvxFldGjn+Hw+3LlzJ6ksSGwiTanonRJWgTpSp8Qoj7TME5/PF/ZeWXSceNCDF1Mq2r2KpoeT8jh6FLFOneBB9NO6zj0LI4RnPaKV7YEDagdBK7+bbqqZthV97LRXpGGhB4+D/HCEu9fqasTsbL3xdO21v+MbbyA++aS+PtSrh7hpk7M8WNGDVrnyED8Q3ft+8FZfY0UPFuUqWjx3gnavOTk50pSqpbg5/ty1axdOmDAB09LS0Ov1YmpqKvbo0QNnz56Nx44dM/ycWVNKY9myZXjllVdiixYtsG7dutiiRQu88sor8eOPPyZ4N+5itNH5sWOIKSnq62lp0dMhZkqpFz+GU6dOxebNm/uNp3BHw4YN8dFHH8WjR4+SvLzEJrXdlDLbOaQdqM10RuzOjjBDpF/w7OTVLrzoQaqj5EQfs/cokh5O62v//sED7B8tDUadwrse0cr2xRf15kRhYc30zepjt70iCSs9eBvkhyPSPf76K2JSUugsw5rHCy84y4NVPUi0seHiFg/xw83vB0/1lZd4TkIPVuUqUjy3C2lzWiImIo0/JcZEevpe377qe0lJ0dOJB4J4vV7Izc2FSZMmwYYNG2Dt2rWwb98+OHLkCCQmJkLz5s2hV69e0KdPH6hbty7JS0sktgheU19YWAgZGRmG52ZkZEBhYSFkZmZCVlYWLF++HJKTk4nkI3iPg4cfftjwvOTkZFi+fDlkZWVBZmYmFBYWErl+OLxer+F7Wh5zc3N1fzuFJz1efPFFImnZJXhPlmj3Fut6BHPJJQCrVml/pQHAGQDwKwCE/35EyrMVRNMjHIsXB/7fqBFA//728uGkvYolPZxQXl5OLK1oerRuDTB8OMBLLxmn0b8/QE6O/Tw40YMkEydOhF9//dX1+OH294MHeIkfounBQ/xgqceaNWscp3nkyBHYHLphnkRHly5doEGDBm5nQ1LL0JqNY8dMnEzeL5OIhkhONcsp5UaQ/gXJzq9iwXnPz893bUYPyV/0eNPDzZlSdu9JBD2cfodLSkJneIytkQ7pGQii6BGpbA8f1i99NFrfT2N5ieh60JghYbQ82ipm7qmyErFVq8izpFq1qrm/mFns6kFjppTX6+Uifrj5/SDRJ3Ba53mL5yT0YD0DTYR4bpVw90SjXOVR8+BxBppI40+JMZFmSkV6LxRpSkmEahRYTyk3glSgdtLp0O7B6/USKRO7ZUui48SjHm7tKeX0XnjXw2m5VlYiNmwYPKB+M2w6pAZ6IukRqWxffVVvQixdaj0NEu2ViHrQGDSFe5CEVczey4oV0ZfuAajnWcWJHjTKNT8/33IaPMVzEt8PEn0CJ9rwGM+tQmurBKtp8B7PrWB0L9KUkqZU8MHr+FNiTFGRurH5woU135OmlMQSIjUKoYEnJyfHchoiD45CKS0tRZ/PRyTwOOkY8NIZJ6mHG6YUr51xOxjdC4lyveaa4MH0AQRQwqbDe2fcDFbuIVLZXn11oMySkxFPnLCWRm0YHBlByzxhFT/eeMOcKfXGG9by4FQPnvY+4iWek/h+kOgT2C1XXuO5HULvxa36ynM8N0uke5CmlDSlgg9ex58Se2zeHHhKXzSkKSURqlEIF3hq0zKScBQUFBAJPE47BjwsWyCpB2tTiudlC3YJd08kyjU/P3RAfa5hOjwvW4iG1bwble3Ro4gJCYHyGjHCWhq1ZRmJEbQGo6zih9mZUs8+az7uk9CDJ1MKkY94TuL7QaJPYKdceY7ndiG9VQLLGemi6EGjHXjmmWdw9erV/iM/Px+9Xi/6fD4sKCjQvWfn0JYe5+TkmP5MQUEB+nw+9Hq9mJ+f7zgP0e7pmWeekaaURChMmVILFy5kckjcQaRGIdxMKbOBmtaTbqwGatJPVnFjRo8RVu6Ndz1YliutJ93wqAeJct25M3RAfX/EdKzem6h6GJXtO+/oy+vdd82nYaWNNYtoetA0T1jED21PKUUJb0YpSjXWrfsHJienMtWDN1MK0f14juj8++FGufIez51AcqsEJ9rwGM+jYSbPtOur2/ED0R09SLeNNBBp/Bmr7NpF9oiUdjRMmVKKoqDH46F6xMXF2SlLCQFEahTs/oofK48mDwdPphRi7DwqnlW5ivAobKeQ/hUfEbFly/KggXURsUGTyHoY1bXrrgsYEAkJ6swps2mQbq80RNKD9swTFvFj8WLVlAo1prTXXnutnLkePJpSiO7Gcw0n3w8a5RppqwQR4rlTSG2V4FQb3uI5CT14Mv2twrMe0pSSmEHb74nUESntaJg2pWgfHo/HTllKCCBSo2DUyEYKDLQDgka04Eerw8SbKYUYG3qwKFfaHSYNnvQgtQfalVfuCxpcn8DCwi+jfibavYquR7i6dvw4YlJSwIS4+mpradjZt88soujBYjDKIn4sXlzzKXytW6uvI7LXg1dTCtG9eB6MXT1olCsv8cNNPdxaFhkKT/GchB602gFe4odbekhTSmIGUqZUuM3MtdeIbnQ+evRoJofEHURqFCI1suECA6uAoGEUBGl2mHg0pRDF14N2ubLqMGnwogepp0Xm5W3VDa4ff3yzqc8Z3XMs6BGuri1dqjchXnvNeho0EUEPVst2WMSPykp1j6k33lD/razUv89SD55NKUR34nkodvSgNVOKh/jhph481Vde4jkJPWiUq9MHSViFRz2kKSUxQ1ycahqROiKlHQ250blEqEYhWiMbHBhYBwSN0MBAu8PEqymFKLYetMo1Pz+f+YBbgwc9SGwWi4j48cfFCFDpN1uuu26P6c+G3nus6BGuzo4eHTCk6tRB/Ptv62nQhnc9WG5wzDp+hIOVHjwN8o0QUQ9a5cpD/HBTD97qa6zoQaNcvV4vN/HDLT1IbZVAE5HGnxL6xLQptWvXLrz77ruxQ4cO6PV6sWHDhtijRw+cM2cOHjt2zFHaCxYsqPFFMjoWLFgQNb1jx47h7NmzsUePHtiwYUP0er3YoUMHvPvuu3GXmd3BHCBSo2AmeGmBAQCYBwQNLTBo+aDZYeLZlEIUVw9a5aodrDtMGm7rQbZc1/oNl3btImyUFAat0xhLeoSW7YoVa7Bhw4Apdeml1tNg1ZHlWQ/Wg1GW8cMIFnrwNsg3QjQ9aJar2/ED0T09eKyvsaAHjXL1+XzcxA/WhOohTSmJKHggRlm6dCmkp6fDE088AT/++COUl5fD4cOHYcOGDXDfffdB9+7dYceOHW5nEwAAduzYAd26dYP7778fNmzYAIcPH4by8nL48ccf4YknnoD09HT46KOP3M6mMNx5553+/w8YMAAyMjKY5yEjIwMGDBgQNk+1DalHeKZOnQrJycnMr8uDHuQo9P/v558T4c8/zX8yOTkZpk6d6v87FvXYtKkBHD4c+HvoUGJJE6c26GEWHtorXvTgAalHAPn94AupR3jGjh0rvx8SiWDEpCm1adMmGD58OJSWlkJSUhJMnz4diouL4bPPPoNx48YBAMBPP/0EgwcPhrKyMsfXKygogM2bNxseV111leFny8rKYPDgwbB9+3YAABg3bhx89tlnUFxcDNOnT4ekpCQoLS2F4cOHwzfffOM4r7FOWVkZZGVlQUpKCmRnZ8OSJUsgLy+PeT7y8vJgyZIlkJ2dDSkpKZCVlUWkromG1KMm7dq1g/T0dBgyZAiUlJQwvTYvepCjUPdXUZH5T5aUlMCQIUMgPT09ZvVYtaqx//9xcQBXXkksaeLUBj3MwkN7xYMevCD1UJHfD76Qehjz0EMP1frvR58+fZhfWyJxBK0pWOXl5bhu3TpcunQpvvHGG7h06VJcu3YtlpeX07qkn379+iEAYHx8PBYXF9d4f86cOf5pglOmTLF1jeDle7/88ovtvObm5vrTmTNnTo33v/zyS4yPj0cAwP79+9u+TiREmj4ZaZpvuDXcbuz/EHpN2vuj8Lp8T3Q9aJVrQUGBK/sN8KKHtmEumXKtgwBl/uVpo0aZ+2xoHYgVPfR1zYONGp30l82gQXbSYDPln3c9SNRZs+XKOn6Eg5UePC6HCkVEPWiUa0FBARfxw009eKqvvMRzEnrQWr7HS/xwSw+50blENIiaUpWVlbhgwQLs3bs31qlTBz0eT42jTp062Lt3b1ywYAFWVFSQvDwiqg2iVrHHjx8f9pyqqirs1KkTAgCmpqbiqVOnLF+HhCl16tQpbNCgAQIAdurUCauqqsKeN378eP+1SkpKbF0rEiI1CkaNbKROGsvAYHQtmh0nHk2pWNCDdrmyHHjzpgfZcl3qN15OPx2xujry54y0jwU99HWtr79cABCfecZOGupglCai6MFiMOpG/AiFpR48DfLDIaoeLAf5osRzEvBSX3mL5071YGWi0oJXPaQpJbHLV18hzpiBmJ2NmJGBmJaG2KULYv/+iDfdhPj664hHjpC/LjFT6ttvv8WuXbv6zSdFUQwP7Zz09HTctGkTqSwgIuKkSZP8FXvdunWG582cOdNRp5uEKRX8ZIRZs2YZnrd27Vr/eZMmTbJ1rUiI1CiEa2TNdJZZBIZo1+D5CUYk04kVPViUK4uBN296kJ0pBQhwh8582bLF+DPRNBddD31dm6crl99+s5MG3Q1jRdGDxUwpt+KHlWuQ1oOXQX44RNaD1tPMeIgfburB8imcRvAWz0noQasd4CV+uKWHNKUkVlmxArFXL0RFiX6kpCDeey8iyQVwREyptWvXYmpqag0zKjk5GTt16oQ9evTATp06YUpKis6YUhQFU1JScO3atSSygYiBpXuJiYkRZ2IVFxf7vwCTJ0+2fB0SplTw0r1IZVBRUYFerxcBAC+88ELD8/bv32/rWLNmjTCNgpNfQ2gGBrNp0+g48WRKWekE8K4Hq3Kl2XHiUQ/y5dpJZ77Mmxf+fLPfPZH10Jftbn+Z9O5tPo/hBqM0Bnoi6UHbPHEzflhNm6QevJpSoutBo1zz8/Mjns97PHfK+vXr/f1wt+orj/E8Eiy3SnBjRjrvekhTSmKFRx5BjIvTG08eT/hDe09REDt3Rty+nUweHJtSpaWl2KpVK7/ZVL9+fZw4cSJ+9913Yc/fvHkz3nPPPZiQkOA3plq3bk0sgDRp0gQBALt27RrxvEOHDvm/AMOGDbN8nWBTasCAAXj66adjnTp1sHHjxtirVy986KGHcO/evRHTGDp0qD+Nw4cPRzw3PT0dAQCbNm1qeE7oF9vJwWuj4HTdOI3AYDVN0h0nXkwpO8GfZz1YliuNjhOvetAp171+A+ayy2qea/U7J6oegTLpqTPq5s41n89wg1HSAz3R9KA5aHI7fthJk5QePJpSsaCHW+XKczx3gpamz+dzrb7yGs+jwWqrBNYz0kXQQ5pSErPMnKk3mzwexDZtEEeORJw6FXH+fMQ5c9SZUYMGIdarpz+/bVvEAwec58OxKTVz5kz/zKfWrVvj999/b+pzW7duxTPOOMP/2UjL18xy/Phxf6UePHhw1PMTExMRAPD888+3fK1gU8roqF+/Pj7//POGafTq1QsB1Fld0Rg8eLA/3RMnToQ9pzaaUpGmlBtBMjDYTYtkx4nElHJEdr/ghcKrHqzNPpIdJ571oFOuC/wGTGIi4smTgfPsftdE1CNQJjN1ppSVybzh9CHZXomoB61BEw/xw009eDOlYkUPN5eZ8RrP7RKcVvCWGyzLled4bgYWWyWwnJEuih7SlJKY4euvAzOkPB7ETp0QP/008mf270ecOBExPj4wq+qaa5znxbEplZGR4TeWwj3pLhLFxcX+z/bs2dNpVnD//v3+Sj18+PCo5zdr1gwB1Nk2VlmwYAG2bdsW77nnHly8eDGWlJRgSUkJvvnmmzhs2DBUFMWfF6Npz507d0YAwObNm0e93rXXXutP7+DBg2HPqY2mVLQp5UaQCAxO0yDRcSI1pRyR7S94ofCohxsz0EiUJe960CnX63UmzMqV6jlOv2Oi6REok5/8ZXHeedauZaQPqfZKRD1oDJq0farcjh9u6sGTKcVLPCehh9vLzHiM5yTScKO+8h7PzUJ7qwRWM9JF0kOaUhIzXHppYNZT376Ix4+b/+y776rGlDa76ptvnOXFsSnVqFEj9Hg8mJGRYevzmqnVsGFDp1nBX3/91V+pR44cGfX81q1bIwBgu3btLF/r77//xuoIj3launQp1qlTBwHU2Ty///57jXPatm2LAICtW7eOer2RI0f6723Pnj1hz6mNppQbv4o6/WwwTjpOJKeUI7L/BS8U3vQg8asoIttOqAh60DGlmulMqYceIvdruUh6qGXSRVcW06dbu04kfUi0VyLqQWPQxEv8cFMPGjNPcnJyLKfBUzwnoYeby8w0eIvnJPRgbUqJEM+tQHOrBBYz0kXTQ5pSkmj8/TdinTqqIZWUhBjGqojK3XcHTK0HH3SWH8emVGJiIno8Hhw7dqytz99www2oKAomJSU5zQrTmVJm0BoOAMC8vLwa75OeKVUbNzpnvX+E3c9Ewk7HSXTzxAie9BDN7BNFD1oz0Nq3L/MbMeecU0Z0XxFR9FDL5BGdKfXDD9auEU0fp+2ViHrQmilFApH1oGGe8BI/3NTDrWVmofAUz0noIYp5YgSveohg9omohzSlJNFYsiRgKN14o7009u0LpNGrl7P8ODal0tLS0OPxmJqZFI6RI0eioiiYlpbmNCtM95Qyw59//ulfxpeZmVnjfdJ7StlFpEaBRiNrpZGnsVEhorWOU6wsMzOCFz1EWhYpkh606ut11+0JMmMqMSPjH0SfwCSCHmqZfOcvh7POOmo5fTP6OGmvSMFSD56WmYVDVD1oLDOzsiySx3hOAp7qKy/xnIQeIi0zM4JHPXhfFimqHtKUkkTj2WcDhtKbb9pPp2NHNZ0WLZzlx7EplZOT48hU0kwtuzOtQmncuDEC0H/6nlm0pwF27ty5xnukn75nF5EaBVqNrJnGnlaA1jDTcWK5IbfRfl00A7QGD3qIsoG8aHrQqq9z524OMqUQX3213Fa6keBdj9df/0pXBqNH77actll97LZXJGGlB0+DfCNE1IPWhtw8xA839eCtvsaKHizKVbR4bhdRNpAXWQ9pSkmiMX16wJRatcp+OgMHqunUq+csP45Nqa+++grj4uLQ4/HgokWLLH120aJFqCgKxsXFEfuy9+vXDwHU2UcVFRWG5xUXF/u/AJMnTyZy7XA0bdrU0JTKzc3152Ht2rWGaVRUVPhndV144YXE8yhSo0CzkY3U6NMO0BqROkU0p5SHSyfckw1ZBGgNt/VwYwZaOCKVuYh60CrXp556EQGO+w2Z8eNtJRsVnvW48cZfdKbUggUbLadrRR877RVpWOjB2yDfCNH0oFmubscPRPf04LG+xoIetMvV7fhh5j2SkNwqgcaMdNH1kKaUJBpPPBEwpT77zH46/fqp6TjdicmxKYWIOGXKFFQUBb1eL77zzjumPrN48WL0er2oKApRU2jSpEn+ir1u3TrD82bOnOk/r6CggNj1g9m/f79/+d7FF19c4/3gXwdmzZplmM7atWv9502aNIl4PkVqFGg3suEaf1YBWiNc54j2lPJw6fh8Pl0wZhmgNdzUgxdTCjF82YuqB00TtUGDEr8h07atrWRNwaseHTqUBplS2/GLL+h37q22VzSgrQePg3wjRNKDdrmKGM9JwGt9FV0PGuWqzUjnIX4YvUYTUlslkJ6RHgt6SFNKEo233gqYUgsW2E/nzDPVNM4+21l+iJhSiIhPPvkk1qtXDz0eD/bv3x9feukl3Lp1Kx49ehSrq6vx6NGjuHXrVnz55Zdx0KBB6PF4sH79+vjkk0+SygIiqg2cVrHHG/xUXlVVhZ06dUIAwNTUVDx16hTRPGjk5eX58xKuQTl58iQ2aNAAAQA7depk+DS/8ePH+9MpKSkhnk+RGgUWjWxwEGAdoDWCO0lFRUXUp5SHS6egoMAflIuKipgHaA239ODJlELUd5JE1oOmifrooyeCTBnEn3+2lbQpeNPj7ruf1N07wCxmnXsr7RUtaOrB6yDfCFH0YFGuosVzEvBcX0XWg0a5er1eLuKHm3rQWsZrBd7iOQk9pCklica2bQFTatw4e2kEb3Q+dKiz/JgypTwej+lDURRb58XFxTm7kyC0JXzx8fFYXFxc4/05c+b4K/+UKVNqvL9ixQr/+6NGjarx/i+//IIbN0ZeFrF06VKsW7cuAgAmJCTg3r17w54XvIRvzpw5Nd4vLi7G+Ph4BADs379/xGvaRaRGgVUjqwUDNwK0RrDBmp6eTnVKuVE6paWl/v3MAIB5gNZwQw/eTClEjAk9aJqoX38dbMogPv+8raRNw5ced4WYUj2Zdu7Ntlc0oaUHz4N8I0TQg1W5ihTPScB7fRVVDxrl2q5dO07ih3t68FJf+YrnzvWQppTEDK1bq4ZS06aIEXY9MuTJJwOm1HPPOctLPJgAEUFRFEBEw3MURdH9q33O7nlOmD9/PvTp0weOHz8Ol1xyCTz44IMwcOBAOH78OLz55pvwwgsvAABAWloaTJw40XL6u3btgoEDB8IFF1wAEAEklAAAiHRJREFUV1xxBXTt2hWaNWsGAAA7d+6Ed999F959913/fT3++OPQsmXLsGnde++98NZbb8FPP/0E9913H+zYsQOuu+46SEhIgBUrVsCMGTOgsrISEhIS4N///re9ApFIJJJaQLduAE2aABw8qP5dWAgwfryrWWLI0KD/7wGAr9zKiEQikUgkEomEc0aOBJg1C+CvvwBeew1g9Gjzn62uBnjqKfX/desCXHONw8yYca4URaF+eDweZ/ZaCEuWLMGUlJQaDqx2pKWl4fbt28N+NtpMqeD3Ix1er9fwCWbBbN++Hc8++2zDdFJSUnDp0qVOi8QQkZxquXxPLt9jpQdvM6ViZXo5zeV7paWlOHx4YLZQw4aIlZW2ko8KX3qchopSHTRL6t9Mf3EWZbmYXXj5Jd8soughl+/J5Xsi6SGX79FBLt8LIJfv8Tv+jFWOHkX89lv12G3xgc0nTwY++9NPzvNCbE8pHtm1axdOmDAB09LS0Ov1YmpqKvbo0QNnz56Nx44dM/xcNFOqtLQUX3vtNbz11luxV69eeMYZZ6DX68W6deti8+bNcdCgQTh9+nT8888/Tef16NGjOHv2bOzRowempqai1+vFDh064IQJE3DXrl12bt80IjUKtBtZXjZ+lBudq8iNzlViaSNOWuXq9Xqxd+/e+PTTgSfwASDSKBre9Lj88o919wzQj1nnXqSNte3C8yA/FJH0oF2uIsZzEvBaX0XXg0a5yo3O5UbnGnKjc77HnxL6xLQpJTGHSI0Ci30OwjX+rAK1nUcW0xzkx9ojcq3AiykVa48splWu+fn5mJKSguedd7XOoMnLs5W8ITzqMWhQsCH1BwJ4mHTu3XrkfTAs9OB1kB+KaHrQLFe34weie3rwWF9jQQ/a5SpiPHeCVuY+n8+1+spjPLfyXiSkKSURDWlKSYRqFFhMKXdyjhPMdIrCnUNzkB8OFoGaBz1ITClHJP8Lnp1znEJSD5pmn/b9qF9/t9+kIfl8CB71OHAAMS4u2JR6jknn3m57RRJWevA4yA9FRD1oLdvhIX64qQdv9TVW9GBRrqLFc7sEl3VBQYEr9ZXHeO7knFCkKSURDWlKSYRqFFhNKSdxrhWsdE5Dz3VjRg/NQM2LHiSmlCPS+QXPyblWIa0H7fq6fv16rFMn32/S1KmDWFZm6xI6eNXjpZf0TxwEuJh6595Je0UKlnrwNsgPRVQ9aCzbycnJ4SJ+uKkHT/WVl3hOQg9W5SpSPLcDjT6s1TR4jeekzkWUppREPKQpJRGqUWA5pZzkZyJhp1NK+lcmRLpB3Sw86UFiSjkivV/wSHwmGjT0YGGizpnzo86oWbbM1iX88KzHZZcF7jM5+RQCxFPt3Dttr0gMvFnrQWPQlJOTYzmNcIisB41lO7zEDzf1cGvmSSg8xXMSerA0T0SJ51ahNduf9o+qIuohTSmJGV55hewRKe1oSFNKIlSjwHpKOY3PBuOkMyqqeWIEb3qIaPaJoAcLU+rvvxHj4gJPo7v55pO2roHItx5//63OBNPuMyvrD6qdexLtldOBtxt60Bg08RI/3NSDhnlix+zjKZ6T0MPNPXo0eIvnJPQQwTwxgmc9RDH7RNNDmlISM3g8iIpC7oiUdjSImlLHjh3D559/Hq+55hps3749pqamYlxcHHo8nqhHXFwcyaxILCBSoxDayBrtexQNEkHWaRokOqGiLTMzgkc9RF0WybserMq1d++AWZOQsNPWd4x3PV57Tb90b9as76l17km1V07ScEsPWjOleIgfbuoh6jKzcPCkh9tPM+MxnpNIg/dlZkbwrodIyyJF0kOaUhIzaMaRx+P8MDKlwr0XDmKm1Ntvv42NGjXym0yKolg6PB4PqaxILCJSoxDayIZ7Qlw0SE5HtpsWyen6omzIbQSverA2pUj+CsezHqzKdcoUvWFz3nnZlr5rIugxZEjg/pKSEIuK1lDp3JNsr+ym5aYetAZNPMQPN/XgyZRC5COek9CD1gbyZuA1nttFlA25jRBBDxbtgAjx3CqstkqgiUjjz1hl0CDEgQPJHZHSjgYRU+q1114La0YZGVRG50rcQaRGIbSR9fl8lgIDjY0braZJev8IN2b0hMNOoOZZD5blSmO/Al71YFWua9boTan69ceb/s6JoMfRo4gJCYH7u+46Op37/Px84hsxW20D3daD5qDJ7fhhJ01SevBmSiHGhh5ulSvP8dwJJLdKYDkjXRQ9aNdXt+OHBms9pCklEQ3HptTBgwcxKSkJFUXBunXr4pw5c3D//v1422236cymsrIy3LJlCz777LPYrVs3VBQFk5OTcdGiRY5vQuIMkRqF0Ea2oKDAdGCgERCsps3rk3ZIpWMlUPOuB6typflkFx71YFWup04hpqQE77d0wNR3TxQ93n1Xb7q9/Tadzr3X6yXaXmmYbQt50IP2oMnN+GE1bZJ68GhKIYqvBy1zOhK8x3OnkNoqgdWMdJH0oNkO8BA/EN3RQ5pSEtFwbEpNnz7dbz49/vjj/tdDTalgqqurcdasWf73//Of/zjNhsQBIjUK4RpZM4GBZkAwew1aHSaeTClEc4FaBD1YlCvNDpOVa7DUQ9tLh0V9vfLKgGnTvDniunWRNRdJjxEjgmeBIZaV0enc+3w+4gM8jWjfQV70IFFno2njVvywcg3SevBqSiGKrQctc5qH+OGmHm4ui9TgLZ6T0INWO8BL/HBLD2lKSUTDsSk1aNAgVBQFU1NT8dSpU/7XI5lSGrm5uagoCnq9XtyxY4fTrEhsIlKjYOfXEBYBIdq1aHaYeDOlEGNDD9rlyqLDpMGbHqzq69NP62cTffutsfYi6XHiBGJycuC+rrpKfZ1G576goMByGlYQRQ8Wg1E34kcoLPXg2ZRCFFcPWuY0L/HDLT14qa+8xXOnetCKWzzFDzf0kKaURDQcm1Knn346ejwezMrK0r0ebEpVVlaG/ezJkyf9m6M/+OCDTrMisYlIjYLVWScsA4JG6DVpd5h4NKUQxdeDVrkWFBQwHXBr8KIHy5lSP/6oN6W0ybyhdUA0PT76SH9fr76qvs7LoMkqvOvBYqaUBuv4EQ5WeohQX0XUg9UgX6R4TgKe6isv8ZyEHixNVFrwqIc0pSQkOHoU8bffEP/+m/61HJtS9erVQ4/Hgzk5ObrXJ0yY4DelysrKDD8/ZMgQVBQFu3fv7jQrEpuI1ChEa2SDA0N2djbzgKChBYbs7GzqHSZeTSlEsfWgVa7t2rXD9PR0ph0mDR70YFlfq6sRzzgjYN784x+B97TOc3p6unB6jBkTuKc6dRAPH1Zf52nQZBWe9WBdrizjhxEs9BClvoqmB4vlUKLFcxLwVl9jRQ/Wy01pwZseffr0kaaUxDKHDiHOmYN40UWIiYmIihI44uMRu3ZFvO02RBpfL8emlNfrRY/HgzfffLPu9SlTpvhNqR9//NHw8+PGjUNFUbBp06ZOsyKxiUiNgpngVVpa6n8/OzvbhVyqaEEJALifUk4ynVBE1YNWuWpHUVGRrfSc4rYerOvr2LEBAychAfH48cB7RUVFwulx6hRio0bBG7gH3uNt0GQVXvVwo1xZxY9I0NZDpPoqkh40y9Xt+KHhhh481tdY0INGuc6bN89yGiTgUQ9pSknMMnu2ujVEsBGlKIgeT+AIfv3CCxG3byd3fQ84pEmTJgAAUFpaqnu9VatW/v9v3rzZ8PO7d+8GAICysjKnWZFIAABg/vz5/v+vXLkSSkpKmOehpKQEVq5cGTZPtQ2pR3gmT57sSrvHgx4sycwM/P/4cYDiYvX/ZWVlMHnyZP97ouixahXAoUOBv4cOpZUztoiqBw14aK940YMHpB4B5PeDL6Qe4XnppZfk90MiMUl1NcCwYQAPPABw9CiAougP7WdQAP3rq1cDnHsuwPLlZPLh2JTq2LEjICLs3LlT93q3bt38/3/vvffCfvb333+H4v+NEJo2beo0KxIJ5OXlQW5uLkybNg1KS0vB5/NBZmYm08BQUlICmZmZ4PP5oLS0FKZNmwa5ubmQl5fHLA+8IPWoSX5+Pqxfvx62bNkCWVlZTDtOPOixdetWZtcCALjoIjV4ahQWqgO8rKws2LJlC6xfv14oPYLDqccDcOWVDDJKGd71YFlneWiveNGDB6QeAXiIHzzowQtSD2N27txZ678fBQUFzK4rEZu77gr0LRUFoG1bgNxcgGXLADZsCPShL7gA4KOPACZOBGjcWH392DHV0Pr6awIZcTrVavLkyagoCqakpOg2NK+ursbWrVujoigYFxeHr732mu5zpaWleMkll/iX+I0YMcJpViQ2EWn6ZKRpvuE2FWS9Ya7RJo80Nzzkdfme6HrQLlfWG+byoofX62VeX889N7DcrXv3yrD3LIIeVVWIp50WuJeBA/Xv87i8JBpG98yTHiTqrJlydSN+hMJSD97rq6h60ChXbbN/t+OHm3rwVF95ieck9KBRrvn5+dzED7f0kBudS8zw5ZeBZXlxcYjTp6v7sQajvR+8XcSRI+qTn7VlfSS2BndsSq1evdpvLH3xxRe69+bOnet/z+PxYJcuXfD666/Hq666Chs2bIgej8f//pdffuk0KxKbiNQoGDWykYIgq8AQrdNOq+PEoykVC3qwKFdWA2+e9PD5fMzr6/33Bz+trgqTks4Me6+867F6tf6pe089hSHv0xmM0iJa3eNFDxJ1Npo2bsWPYFjrwdMgPxSR9aBRrrzEDzf1KCgo4KK+8hTPSehBqx3gJX64pYc0pSRmyMoKmE6PPhr+nHCmFCJiZSXiBRcE3v/gA2d5cWxKVVdXY8uWLVFRFBw7dqzuvcrKSt1sqNBDURRUFAUffvhhp9mQOECkRiFcI2sm+NEODGaDH42OE2+mVKzowapcaXeceNODRMce0Zo+RUV6M2f6dOOdGXnW46679Pexd6/+cywHo04xW+d40IP2YNTN+KHhhh68mlKi68HanBYhnjuFlTkdDd7iOQk9aLYDPMQPt/SQppQkGqWl6hOcFUV9UnVFRfjzjEwpRPXHUu39MWOc5cexKYWIWFFRgSdOnMBTp07VeO/kyZM4adIkTE5O9ptQ2tGqVStcsGABiSxIHCBSo2BmSrkRtAKD1aBHuuPEkyll5d5414NludLqOPGohxv1df/+UvR4TvjNnGiTf3jUo7pa7TRo93DBBTU/w2rZjlOs1jW39eBp0ERj4O2WHjyaUrGghxvlyns8dwLrZbxG8BjPo8FqqwQ3ZqTzroc0pSTR+PjjgKF0//3G50UypRARmzVT3+/Y0Vl+iJhSZjh58iSuXr0a33rrLXznnXfw66+/xurQRYsSVxCpUXD6Kz7pwGA32JHsOLkx8yQcdu6JZz1YmyekO0686sG6XLV7iosr8hs6Z55Zc828mbw7waker7yyxZ9/AMTHH695Pq3OPcn2ym4dc1MP3paXxIoevJlSsaKHW8vMeI7ndgm+p/z8fNfqK6/x3AwstkpgPSNdBD2kKSWJRn5+wHB67z3j86KZUn36qOc0bOgsP8xMKQm/iNQoWJlSbgSpwOA0yJHoOJGaUo7I7he8UHjVw40ZPaQ6TjzrwbJcg+/l9tt360ydn36yfw9WIaFH3bpzdfnfubPmuTQ796TaKyd1yy09aJSr0414Y0EPnkwpXuI5CT3cXGbGazy3Q+i9uFVfeY7nZqG9VQLLGemi6CFNKUk0Zs4MGE4h24LriGZKDRqknpOQ4Cw/0pSSCNUokGpk3e6Ma5AIbm48zSwYnjrjJPVwa1kkj51xq7CYUh4tndB7+OYb/X5Mzzzj/F7MQEKPI0dKsX79gKlm9JQT2p17UTrjkbBzDzTK1ev1chE/3NSDltlnFZ7iOQk93F5mxmM8t0q4e3DDlOI9nluB5lYJrGaki6SHNKUk0XjssYDh9PnnxudFM6XOOiuwL5UTpCklEapRINnIiriMRIP0lHJE9r/ghcKbHtpeOm6UK2/LFkjqwcKUCpf3qip13btm7Fx1lflrua3Hd9/pDbWbbvo17HksOvciLFswwq4eNMrV5/NxET/c1INEGxvO7OMhfriph5vLzDR4i+ck9GBtSokQz61Ca6sEFjPSRdNDmlKSaPznPwHD6d13jc+LZEp99VXg/exsZ/mRppREqEaBdCMr2oa7iHSmlCO68wteKLzp4ZYphcjXBq8k9aBdXyPl+frrA8ZOSorxk0bs3lswJPWYMkVvSiUmnhdWD1ade943eA2HEz1olGtBQYHlNIwQWQ8aZh8v8cMtPXhZFslbPHeqB8tyFSWe24HGVgm0Z6SLqIc0pSTRWLEiYCg98ojxeUam1LFjiOedF3j/5Zed5ceUKfXoo4/qjkjvOTkk7iBSo0CjkTUbGGgFaA0zQY/WlPJw6UQaNNEI0Bq86OHmTCkNs/cokh40TaloeV2wQG/ufPmltWu6pUeXLoE8d+xYKcygiZYBosFKD14G+ZEQUQ8aM6UKCgq4iB9u6sFTfeUlnpPQg0fT3yo86uFWfY3F/lUw0pSSROOvvxDj4lRD6R//MD4vnCm1fr26lYT2XlqatR96w2HKlFIUBT0ej/+I9J6TQ+IOIjUKtBrZaIGBdoDWiBT8aE4pD5eO0fISmgFagwc93JqBFkq0exVND5omarTO3d69elMq0i9DRrDW46ef9HnOzRVjeQltA0SDhR48DfIjIZoetMqVh/iB6J4evNXXWNGD1+XRVuFNDxrmNKkZ6SLrIU0piRm0mU516yL+/Xf4czTjqWVLxKuvRjz7bPVvRVHfS0lB/Ppr53kxbUppRzhTisQhTSn3EKlRoNnIGgUGVgFaI1wQpD2lPFw64TbiZRGgNdzWgxdTCtH4nkXUg6aJamaA16lTwODp08fWpZnqMXOm3pTatEl9neeNeFkZIBq09eBtkB8JkfSgWa5uxw8NN/Tgsb7Ggh60l/GKGM+dQmsZL4kZ6aLrIU0piRlmzAiYTvPnhz9Hez/48HjU46yzENetI5OXeDDBlClTbL0nkYhEcnIyLF++HLKysiAzMxMKCwsBACAzMxN8Ph8sX74ckpOTqefj4YcfBgCA3NxcAAC48847ISsrC7Zs2QKFhYWQkZFBPQ8AAPPmzYN7770XsrKyYPny5TB//nzIzc2FadOm+fNIE1704IGMjAwoLCyEzMxMqYcBO3fuhBUrVkT9flxyCcC2ber/160DKC0FSEmxdi2WeixeHPh/27YAXbuq/w+nx9atW4ld1yw8tFc8fD94Qeqhwkt7xYMePCD1CM/EiROhuLi4Vn8/du/eDS+++CL1axkh2ytJbeZf/wL46CP1Z8/iYoA77gh/nqLo/27RAuCmm9TziVVNMt6WRGREcqpZOP/aLxbaNVj9YhRK8C9ItKeUG6Wj/UqjvcbiF6NQ3NKDp5lSGrGgB61yNfso+I8+0s88+vBDW5dHRPp67Nqlz+u999Y8J1QPp2VrVx+z7RVNaOnB48yTaIigB4tyFS2ek4Dn+iqyHjTK1ev1Ch3PScBLfY2F/lUwcqaUhBSPPoo4bRrik08ivvEG4g8/0LmOJ7xVJZHUXpKTk2Hq1Kn+v6dOnerKLxR33nmn//8DBgxw5RfVjIwMGDBgQNg8sYIXPXhA6mFM586dTZ3Xvz9AnTqBv//3g6QtaOvx/vv6v4cOrXlOqB5uIdsrvpB6qPDSXvGgBw9IPfR0797d///a/P3gAdleSSThmTwZ4OGHAW6/HWDECIAOHehcx7EptWTJEv9RUVFBIk8SiauUlJTAkCFDID09HdLT02HIkCFQUlLCNA9lZWWQlZUFKSkpkJ2dDUuWLIG8vDymeQAAyMvLgyVLlkB2djakpKRAVlYWlJWVMc0DD3rwgtTDmIULF5o6LykJ4IILAn87MaVo6xG8dK9lS4CePWueE6xHu3btiF3bCrK94gupRwAe2ite9OABqYeeL7/8stZ/P8rLy5lezwjZXklIUF5eDnPmzIGePXtCo0aNIDExETp27AgTJ06E3bt3E7nGnj17YPHixfDAAw/AoEGDoEGDBqAoCiiKAo888giRa7iC06lW2iblnTt3JjFzS+ICIk2fpD0dNXRTQdYbxCKG3/Aw0oaLtJZDaU9E0a7JegPMcNdkqQdvy/dC64CoetAqV6PvRzimTdMvi/v1V+vXp63H77+rm0lqebz99prnhF6zoKCA+TIIq+0VLWjqwcvyEjOIpAftchUxnpOA1/oquh40yjUnJwcRxY3nTiktLUWfz+d6fY2V/lUwcvkee7Zv345nn312jXvSjpSUFFy6dKmja+zatcswfQDAKVOmkLkZF3BsSiUkJKDH48H/+7//I5EfiQuI1CjQbGSNghDLQB3pWkYdJ5aDfJaB2m09eDKljLQXUQ9WJmok1q3Tm1IvvWTt2iz0ePZZfR5XrtS/78YgPxQ77RUNaOvB6yA/FNH0oFmubsePaNeiqQeP9TUW9GBtotKEJz2C99Vyo77GUv8qGGlKsaW0tBTT0tL89zFu3Dj87LPPsLi4GKdPn45JSUkIoO4jt0l7jLINfvnlF/81FEXB9u3b44UXXihNKUTEtm3bosfjwbFjx5LIj8QFRGoUaDWy0YIPi0Bt5hrhgifNQX44WARqHvQgMesEkfwveKGIpgdNs8/sQK+yEjE1NWD4XHed+euy0uOiiwL5a9ZMzXO0a7AcjNptr0jDQg8eB/mhiKgHrZl9PMQPN/Xgrb7Gih4sylW0eG6X4Gvk5+e7Vl9jrX8VjDSl2JKbm+u/hzlz5tR4/8svv8T4+HgEAOzfv7/t6xw8eBDz8vLw008/xUOHDiEi4ooVK2ybUo88QvZwgmNT6sorr0RFUXDAgAFOk5K4hEiNAosp5UbQDNRW0g4Nom7M6KEZqHnRg8SUckQ6v+CFIpIetOur2TIbMiRg+jRpglhVFf2arPQ4eBAxLi6QvxtvNJc2q8Gok/aKJKz04G2QH4qoetBYtpOfn89F/HBTD57qKy/xnIQerMpVpHhuh9C03aqvsdi/CkaaUuw4deoUNmjQAAEAO3XqhFUGHcrx48f777OkpITY9Z2YUh6PulUEqcMJjk2pN998ExVFwbp16+KvdjbmkLiOSI0CqynlRtAI1HbSDA6mbi0zoxGoedKDxJRyRHq/4IUiih4s6quZsnvuOf3yuI0bI1+PpR4vv6zP2/Ll5tJk0bl32l6RgqUeNMo1Pz/fchrhEFkPGst2vF4vF/HDTT14MaV4iuck9GBZrqLEc6uES9ON+hqr/atgpCnFjuBZv7NmzTI8b+3atf7zJk2aROz6Tk0pq4dmQIV73QmOTamqqirs27cvKoqCgwYNwhMnTjhNUsIYkRoFllPKjSAZqJ2kpQVVbS8dN8wTkoGaNz1ITClHpPsLXigi6MHKRI1Whjt26I2f2bONr8Vaj8GDA/lKTUU8edJcWrQ79yTaKxIDb9Z60ChXr9fLRfxwUw8ay3Z8Ph8X8cNNPUj0CZzWed7iOQk9WJsnIsRzKxilxbpcY7l/FYyoptSaNWtw//79tg63CF66t3btWsPzKioq/D/GXHjhhcSu78SUuuEGxDFjzB3//Ke6tURqasCEatJEf44THJtSiIj79u3DHj16oMfjwW7dumFBQQFWV1eTSFrCAJFNqYKCAlvpOA0uJAI1iTS04OqWeYJIJlDzqIdbM9CcDk5414NluUYry7POCpg/F18c/jqs9ThyBLFu3UC+/vUv82nQ7NyTbK+cDLzd+H7QKFefz8dN/HBLDxrlaqdPwFs8J6GHm6YUj/HcDjS2SnBjRjrverAs11jvXwUjqinl5HCLoUOH+vNw+PDhiOemp6cjAGDTpk2JXd+JKWWHykrE119HPO001ZjKyUGsqHCermMFx4wZg2PGjMERI0ZgnTp10OPxoMfjwcaNG+NFF12E1113nf+cSMcNN9zg/G4kthDZlLL6qygiuV87nARqkr8+uTlTSsNJmfKqhxumFKlfy3nWg3W5RirTG28MmD/16iGWl5v/rBWslOkbb+hncD322I+mP0urc0+yvXJSpm59P2iZJzzEDzf14GWZGSI/8ZyEHm7OlOI1ntuF9FYJrGeki6AHq3KtDf2rYKQpxY5evXohAGBiYmLUcwcPHuzPL6nVZaxNKY29exHPOEM1pu66y3l6jhVUFMVvRGmHoihhX492SNxBZFPKyv4RiOTXhdsJ1KTX6bs1oycUO2XLsx48mSd24FUPnsy+d97RG0Cffhr9M3YxW7ZDhwbyk5BQicnJTYU1T4ywU7Zufj94Mvto7PPilh48mVKIfMRzROd6iGiehIM3PUQz+0TRg0V9rS39q2CkKcWOzp07IwBg8+bNo5577bXX+vN78OBBItd3y5RCRFy6NLCUb906Z2kRMaVIHNKUcg+RTSmzT9pBpPcEDSuBmkaHiRdTCtFaGfOuB0/LzOzCox48LYv86y81kGom0L33Gp9LgmhlfOwYotcbyE98/GLhl5kZYaWM3f5+8LIskkb80HBDD95MKcTY0MONZZG8x3OniLYsUiQ9aLcDbscPq+dagUUfliaxYkq1bdsWAQBbt24d9dyRI0f687tnzx4i13fTlEJEbNpU7UuPHu0sHccKvvLKK8QOiTuIbEqtXr3aVGNPKyBomAm+tDpMPJlSiObKWgQ9WJUrrQ6TBm968LaBfM+eAROoWzd39Vi8WD9zKy3tYUt60Ojck9iQ2wgzZc3D94PGhtzBabgZP4JhrQePphSi+HrQMqd5iB9u6iHKBvKi6UGzHeAhfrilh6imFM2NzkkYXwsWLKiRbm2eKYWI2LevOlsqLc1ZOu7ZihJuEN2UQozc6NMOCBqRgjDNDhNvphRibOjBolxpd5g0eNKDxGPgEe3rE1rmDz6oN4IAmrqmx/XXB/Lh8ZzAffus6UGjc5+fn285DStE+g7w8v0gUWejaeNW/AiFpR68mlKIYutBy5zmIX64qQcv9ZWneE5CD1rlykv8cEsPUU0pmuNPWqZUbd1TSqN/f9WU8nqdpSNNKUlMmFKI4Rt/VgFBI1xgoN1h4tGUQhRfD9rlyqrDpMGLHj6fz/X6Glz2K1boTalhw96zlR+rhJb9iROIiYkV/nwMHnzKcpq8DJqsEu67wNP3g0SdNVOubsSPcLDSg/f6KqoetMxpHuKHm3rwVF95ieck9KBRrtqsNh7ih1t6SFOqJtu2bXN8/P333zXSrW1P3wumqgqxcWN1+V7Dhs7SkqaUJGZMKUR9ECgqKmIaEDSCA0NRURH1DhOvphSi2HrQKtecnBzmA24NHvQoKCjgor5qGkyZMgPr1DnpN4Ocrom3QrAe06dv0pljCxdaT4+nQZNVgr8TvH0/SNRZs+XKOn4YwUIPEeqriHrQKlce4oebevBWX2NFDxrlylP8cEuPefPmSVOKEbm5uf78r1271vC8iooKTExMRADACy+8kNj13TSl5swJbHTes6eztKQpJRGqUTATvNavX+9/Pz09nWlA0CgtLfW74QDA/ZRykumEIqoetMrVrQ6Thtt68FRfA5vXLvObQS1bIlZX28qSLQJ6vOjPQ3w84qFD1tPibdBkleDNhHn6frAuV5bxIxK09RClvoqmB81ydTt+ILqnB4/1NRb0oDVTyg141EOaUvQJ/uFq1qxZhuetXbvWf96kSZOIXd8NU2rnTsQ77lANKc2UmjrVWZrxIJFIJBJJraYQAC4DAIDffgP44QeATp1YXj8OAK70/3XRRQANG7K8vkQikUgkEonEKgMGDIAGDRrAkSNHYOHChXDfffeBoig1znvllVf8/7/66qsZ5tCYgQOtnV9ervaT9+1T/1YU9efU004DuPNOZ3nxOPt4TY4cOQLLli2D6dOnw4QJEyAnJwduuOGGqMfYsWNJZwV2794NEydOhI4dO0JiYiI0atQIevbsCY899hiUl5c7Sru8vBzee+89uPnmm6Fnz57QsGFDqFOnDjRu3BguuOACeOSRR+CPP/6Ims6AAQNAURRThyQ6JSUlkJmZCb1794aioiLYtWsXZGVlQVlZGbM8lJWVQVZWFuzatQuKioqgd+/ekJmZCSUlJczywAtSj5rk5OTAtGnTIDc3F/Ly8phemwc9nLa9pMjLy4Pc3FyYNm0a3HZbB917hYVs8qDp0bnzLQDQxP/64MEn2GSAI4L14O37wbLO8tJe8aAHD0g9AvAQP3jRgwekHsa8+OKLtf77MW/ePGbXre3UrVsX7rjjDgAA2LZtGzz++OM1zlm7di289NJLAADQv39/6NmzZ9i0tDF/mzZtqOU3mC++AFi1yvzx1VcBQ0qjZUuATz8FSElxmBkyk7gQDx06hOPGjUOv14sej8fWQZIlS5ZgSkpK2GUzAIBpaWm4fft2W2l/++23mJSUZJi2dqSkpOCbb74ZMa3+/ftHTUc7aCHS9Em50XlNeFoOFYzoesiNzsnD40bniOpyveTkI6gtn7v8cltZskRw2efkBPa0AqjEHj0us6UHj8tLzCA3OldxeyNnDbnRuYqoesiNzunAU33lJZ7Ljc5VeNRDbnTOltLSUkxLS/Pfx4033oiff/45rl27FmfMmOH3DRISEnDTpk2G6WifP/PMMw3P+eSTT3DBggX+4/777/d/7sorr9S9984770TMd1xcYAme1ePMMxEnT0YsK7NXZjXunUQiv/zyC55xxhno8XhQUZSoR7jzSJpSGzduxISEBAQATEpKwunTp2NxcTF+9tlnOG7cOJ0x5bTj36dPH5w5cyYWFhbixo0bsaCgAMePH48ejwcBAOPi4vDjjz82TEszpXr06IGbN2+OeNBCpEYh0j4HPD6S1cx7TuHRlIoFPViUa218ZLHX63W1vhqV+b/+FdhkvG7dE3jK+sPvTBNc5n//XYqnnx649rnnHrGtB63BKE3sPPKeNNG+HyTqbDRteHjkPSJbPXga5Icish40ytXr9XIRP9zUg5f6ylM8J6EHrXLlJX64pYc0pdizfft2PPvss2vck3akpKTg0qVLI6ZhxpSyMqElUjqI6kN1zB7//S/iu+8iFhUh7t1ro4Ci4NiUqq6uxm7duvnNpa5du+KcOXPw4osv9ptNr7zyCj711FN4zz33YEZGhv/c5ORkfPzxx/GVV17BV155hcT9ICJiv379EAAwPj4ei4uLa7w/Z84cv1h2NgT78ssv8dprr8Xvv//e8JwPPvgAFUVBAMB27dphtcHOuVrF6t+/v+V8kEKkRiHaE2GMGn3agcFMEKbVceLNlIoVPViVK+2OE2965Ofnu1ZfI5X1q68GjCEAxLFjycWkYELLes0a/XWffNK+HrQGo7QGembqPg/fDxJ1NpI2bsaPYFjrwcsgPxTR9aBRrj6fj4v44aYe2uwbN+srb/GchB402wEe4odbekhTyh2OHj2Ks2fPxh49emBqaip6vV7s0KEDTpgwAXft2hX186xNKZ5wbEq9/fbbfvPp0ksvxYqKCkREvO222wxnQG3YsAHPPfdcVBQFW7dujdu2bXOaDT/BTz4YP3582HOqqqqwU6dOCACYmpqKpyj9JD506FB/Xr7++uuw50hTyhpmppQbQSswWAm+NDpOPJlSVsqYdz1YliutjhOPerhVX6OV8e+/680hgEeZ6DFhgv662q9PdvSgNRilMdCzUufd/n7QHDS5HT803NCDR1MqFvSgUa4FBQURz+c9njsl+MmHbtVXHuM5iXNptwNuxw+r51qBRR+WJiKNPyX0cWxKjRgxAhVFwbi4OJ0DGMmUQkQsLy/HPn36oKIo2KVLFzx+/LjTrCAi4qRJk/wVe926dYbnzZw503SwtcvTTz/tv8bbb78d9hxpSlnD7JRyI0gHBjudINIdJ15MKTtly7MerMuVdMeJVz3cqK9my7ZLl4A51Lr1Hup6VFera/K1a55/fvTPRILWYJT0QM9OXXfz+0Fr0MRD/EB0Tw/eTKlY0cOtcuU5njtBK1s3Z0rxGs9JfIZFfa0t/atgpCklEQ3HplS7du3Q4/Fgz549da9HM6UQ1bWX8fHx6PF48KWXXnKaFUQMLN1LTEz0z9oKR3Fxsf8LMHnyZCLXDmXu3Ln+ayxevDjsOSRNqf3799s61qxZI0yjYGVKuRGkAoOTzg/JjhOJjhIiu1/wSH42GNJ68GyeRINnPXg2++6+O2AQeTyIDz44h6oeGzboZ0k99pj5z4aDJ/PECCd13K3vB29mX6zowZMpxUs8J6GHaOZJOHjUQ0SzTwQ9WJVrbehfBSNNKQkr7r8fccAARKdWhmNTKiUlBT0eD/7rX//SvX7HHXf4TalIs6AuvPBCVBQFMzMznWYFERGbNGmCAIBdu3aNeN6hQ4f8X4Bhw4YRuXYo2dnZUb9kminVvHlzzMjIwAYNGmC9evWwZcuWmJ2djQsXLjS9vDD0i+3k4LVRsDql3AingYFEp4dEGqSmlCO62wnlUQ9el5lFg3c9eF4W+cknepPovffo6jFpkv56P/9sPY1geFlmZgSJQYEb3w8el0XGgh5uLDMLB2/xnIQebpp9PMZzO7BYFhktDd7jOYk0WJZrrPevgpGmlIQVl16q/pCrKM7ScWxK1a1bFz0eD95yyy261x988EG/KfXbb78Zfn7s2LGoKAqeccYZTrOCx48f91fqwYMHRz0/MTERAQDPD10zQYBvvvkG4+LiEACwS5cuhueZ2aysc+fOpr6ktdGUctLI2g0MJH+Fc5IWyV9FEd2frs+bHrxuyB0JEfRgZUrZKcNjxxDr1g2YRDffbD8txMhlWF2NmJYWuFa3bvbT0qDduSfRXpFYPsH6+0GjXElsIC+6HjQ2kLc6e5q3eE5CD1E25A4Hz3qwNqVEiOdWoDl7msWMdNH0kKaUxCrbtiG+/jri3LmIU6ciPvKIuePsswOmVLj3zeLYlGrSpAl6PB4cPXq07vW5c+f6TalVq1YZfv6aa65BRVGwfv36TrOC+/fv91fq4cOHRz2/WbNm/k4MSU6cOIE9evTw52XJkiWG5w4cOBAvuuginDt3LhYVFeGmTZvwiy++wH//+9/+zdgB1JlUu3fvjnhdaUpZx2pgoLFfgZ00SU8pR3TnFzynadLUg8Rj4BHt11mrHSdR9GBRX50M8AYODBhF7dsHXietx+bN+llSZpKNliaLzr3T9ooULL8fNMo1Pz/fchrhEFkPEm1sOLOPh/jhph68LIvkKZ6T0INluYoSz61Ca6sE2jPSRdRDmlISs2zYgNi9u2oq0TjM4tiU6tWrF3o8HszKytK9vnz5cr8pNWXKlLCfraqqwrZt26KiKNioUSOnWcFff/3VX6lHjhwZ9fzWrVsjAGC7du0cXzuY4F+pRo0aFfHcw4cPG7536tQpHDVqlD+tq6++OmJa0pSyh9nAQCNA20mbxpRyq+nQCNBW06ath8/nc9WUQjTfcRJJD9r11ekAb8YMvVn0yy+B90jq8eij+uuYbXIjpc2qc++kvSIJq+8HL4N8I0TVg0QbG87s4yF+uKkHT/WVl3hOQg9W5SpSPLcDja0SaM5IF1UPaUpJzLBvH2KjRqp55PHYPzQDKtzrZnFsSo0fPz7s8ru///4b69evjx6PB5s3b45//vlnjc8Gz6a68MILnWaFi5lSM2bM8OehZ8+eePToUUfpVVRUYIcOHfxp7tWeFx6G2rjROalGNlpgoBmgrVyD1pTycOnk5OSEPY9mgDZ7DRZ6FBQUuG5KIUbvOImmB01TisQA76uv9GbRCy/o3yelR3p64BqdOlnLo9E1WHbu7bZXpGHx/eBpkG+EiHqQaGPDlSsP8cNNPXirr7GiB4tyFS2e24X0Vgm0ZqSLrIc0pSRmyM0NmEdxcYjnnYc4fDji6NGIY8aYO1q1CqQR7n2zODalFi1a5DeWfg7ZpfWf//yn/73WrVvj3Llz8dNPP8UPPvgAb7jhBoyLi/O//+yzzzrNiut7Sj3//PP+63fs2BEPHDhAJN05c+b403399deJpBmMSI0CzUbWKDCwCNBmrkVzSnm4dMJdi0WAjnYtVnq4tSwyHEbai6gHTROVxACvslL91UgzjMI9B8OpHtu3642vhx6yns9w12I9GLXTXtGA9veDt0G+EaLpQbNc3Y4f0a5FUw8e62ss6EG7XEWM504guVUCjRnpoushTSmJGXr3DhhKK1bYS4Objc6PHDmC9erVQ4/Hg7Nnz9a9t3fvXmzUqBF6PB7DQ1EU7NGjh+knzEWjcePGCMD+6XtvvPEGejweBAA888wzcc+ePY7T1Pjoo4/8eZ0zZw6xdDVEahRoN7KhgYFlgNYId03aU8rDpRM6yGcZoDXc1IMnUwqxZh0QVQ+WJqpdhg0LGEaNGqlGVShO9Jg1S29KbdxoL5+h16Q18yQSVtsrWtD8fvA4yDdCJD1YD/JFiOck4LW+iq4HjXLVZqSLGs+dQmqrBNIz0mNBD2lKSczQpIlqJkWxTSLCjSmFiPjee+/h888/j0uXLq3x3saNG/Gss85CRVHCHv379w+7tM8u/fr1QwDAxMRErKioMDyvuLjY/wWYPHmyo2t++OGHGB8fjwCAp59+Ou7YscNReqEsW7ZMmlL/g0UjqwWG9PR0TE9PZxqgNYKDUXZ2dsQOE4vlUNnZ2cwDtIZbevBmSiFiTOjBermpHV54QW8affVV+PPs6tGzZyDts85Sn8Rnl2A92rVr50rn3kp7RRNa3w9eB/lGiKIHy+VQosRzEvBcX0XWg0a5ih7PSeDGjynhiIX+VTDSlJKYoW5d1Uy6/HL7aTA3pRYuXIjHjh2zdZGTJ0/iG2+8gWPHjsVLL70UBw8ejLfffjt++umnttKLxKRJk/wVe926dYbnzZw5039eQUGB7esVFRVhvXr1EACwcePGuGXLFttpGfHYY4/58/raa68RT1+kRoFVI1tUVOS/RlFREZVrRKO0tFTXaTGCtnmiddoAgHmA1nBDDx5NKUTx9eC1XIP55Re9KTVjhvG5VvXYvVuf9j33OM9vsB5ude7Ntle0ofH94HmQb4QIerAqV5HiOQl4r6+i6kGjXPv06SN0PCcBT/VV9P5VMNKUkphBM5Ouusp+GqRMKQ+YZPTo0XDaaafBDTfcACtXrjT7MQAAqFu3LowYMQJefPFF+Pjjj+Gjjz6CJ598EjIzMy2lY4arrrrK//8FCxaEPae6uhr++9//AgBAamoqDBw40Na1iouL4corr4STJ09CgwYNoKCgAM455xxbaRlRWVkJL7/8sv/vCy+8kGj6kpqUlZXB5MmT/X9PnjwZysrKmOdj/vz5/v+vXLkSSkpKmOehpKRE930PzhMreNGDB6QexmzdupVYWm3aALRvH/i7sDD8eXb0eP99/d9DhljPXzCheriFbK/4Quqhwkt7xYMePCD10LNp0yb//2vz94MHZHslkbiLaVMKAODYsWOwcOFCuOiii+Css86CKVOmwI4dO2jlzRYZGRnQr18/AAB46aWXYO3atTXOmTt3Lmzbtg0AAO68806oU6eO7v2VK1eCoiigKAqMHj067HW++eYbGDx4MBw7dgwSExNh2bJlcN5551nK64oVK+Dvv/82fL+iogJycnL8eb3iiiugdevWlq4hsUZZWRlkZWXBli1bYP369bB+/XrYsmULZGVlMQ0MeXl5kJubC9OmTYPS0lLw+XyQmZnJtOO0detWyMzMBJ/PB6WlpTBt2jTIzc2FvLw8ZnngRQ8eKCkpkXpEYMKECUS/H8G/maxZA3DsmP59u3osXhz4f4sWAL162c9jqB75+fn2E3MAD+0VD98PXpB6qPDSXvGgBw9IPWrStm3bWv/9WLhwIbNrGSHbK0ltRVHUw2kaRDA7papu3bo19oPSNivv06cP/uc//8EjR444m7dFiI0bN2JCQgICACYlJeGMGTNw7dq1+Pnnn+ONN97onyKYlpYWdnrmihUr/OeMGjWqxvs7duzAZs2a+c+ZN28ebt68OeIRbt+sUaNGYVJSEl5//fX4wgsv4KpVq3DTpk24evVq/Pe//42dO3f2X6NZs2a4c+dOGsUl1PRJmtNRjTYVZL3hYbhNNyNteEhrOZTX661xzyw3zHVbD56WmRnds4h60CpXn89HdD+M997TL7P7+OPAe3b1+P13dXqzluZtt9nPXzg93FgGYbW9ogHt7wdPy0uiIZIeNMvV7fih4YYePNbXWNCDRrkGbx8iYjx3inbPbtbXWOpfBSOX70nMsHu3ehw4YD+N/fsD6TjBtCl16NAhfOaZZ/D88883NKcSEhJwxIgR+Mknn2C1k51bCbBkyRJMSUmpUdmDDant27eH/Ww0U2rBggWG6RodU6ZMqZHOqFGjTH22S5cu+P333xMuoQAiNQq0GtlonRJWgTpSEDTKI81Bfrh7ZRGoedCDF1Mq2r2Kpgetci0oKCA60Dt8WF0jrxlIEyaorzvR47nn9EaX3cfv0mwLrKRhp70iDYvvB4+D/HCIpgetcuUhfiC6pwdv9TVW9GBRrqLFcydo96o96dmN+hpr/atgpCklEQ1bT9/76aef8KGHHsI2bdoYGlQtWrTA++67j8rG32bZtWsXTpgwAdPS0tDr9WJqair26NEDZ8+eHXHTdlam1NatW3HevHl47bXXos/nw+bNm2OdOnUwKSkJ27Vrh8OHD8d33nkHK8M9j5wgIjUKNBpZs51D2oHaTPCjNTsiXDqRHgBAM1DzogeJjhIinV/wQhFJD5pmH+mB3gUXBAwkn8+5HpmZgfSaNkW007TTnjVpNg277RVJWH0/eBvkh0NEPWgMRs2a07zGcxLwVF95ieck9GBVriLFc7uwMKejEYv9q2CkKSURDVumVDArV67EMWPGYEpKiqFBdd555+FTTz2FBw8eJJFnCWFEahRYTSk3glagthL0QvPs1oweGoGaNz3cNKWs3psoetCuryQHepMn62c2JSWdbVuPv/5CjI8PpJWTYz0/Ig6aaA28WX4/aC/bcYrIepAuVyvLeHmM5yTgxZTiLZ471YM3098qvOrhRn2N1f5VMNKUkoiGY1NK4/jx4/j6669jVlYWxsfHhzWn6tWrh1dddRW+//77WFFRQerSEoeI1CiwnFJuBOlAbSfYBec9Pz/fNfOEZKDmTQ83Z0rZvScR9GBhopIa6K1erTel2rd/1LYeCxbo0/rkE2t5EXl5CemBN+vvB41yNVoebRWR9aAxU8rr9XIRP9zUg0SfwGmd5y2ek9CDp+XRVuFZD9blGsv9q2CkKSURDWKmVDC///47PvbYY5ienm44e6pJkyZ4xx134IYNG2hkQWIBkRoF1lPKjSAVqJ0EOe0evF6va+YJIplAzaMebs1Ac3ovvOvBqlxJDPROnUL0eiv9RtJ1152ynIamR4cOP/rTadAA8eRJ82m4uRFvcBok2iunA283vh80yjXcgySsIroeNMo1Pz/fcho8xXMSepDoEzjRhsd4bhVaWyW4MSOddz1Ylmus96+CkaaURDSomFLBbNq0Ce+66y487bTTDA2qc845Bx977DHaWZEYIFKjENrI5thYA8NDZxyRXHDz+XyumlKI/HTGSerhhinFa2fcDkb3wrJcSXT+4uOX+c2k009HtPMMj4cemo0AJ/zpjBxp/rNW7oFm516kzng0rN4LLfOEh/jhph68LDND5Ceek9CDRJ/AbrnyGs/tQGOrBNYz0kXQg1W51ob+VTDSlJKIBnVTSqOyshKXLVuG1157LSYkJIQ1qCTuIFKjENrIWg0MvCxbIDkNuKCgwHVTCpGPZQsk9WBtSvG8bMEu4e6Jdbk6nSZ/1llP+M0kAMTNm63nddEi/dK9Dz4w9zmreafVuRdt2YIZrNwTrXLlIX64qQdPphQiH/GchB4k+gR2ypXneG4X0lslsJyRLooeLNqB2tK/CkaaUhLRYGZKBXPkyBEcP36834ySppS7iNQohJspZTYw8LbBK6kNE91aZhYOtzd4RSSnB8ty5X2DVyeE3psb9dXJhqIbNhzVGUpPPGE9r9dcE2xKleHkyTOjfsaOHjQ691baWLPwuuGuETQHTW7HD0T39ODNlEKMDT3cKFfe47kTSG6VwGpGukh60K6vbscPRHf0kKaURDSYmlJ79+7FWbNm4TnnnONfuidNKfcRqVGw+ys+rYCgYTbo0egw8WRKIYr5aHJaU8rNpEOrw6TBmx5uzewze4+helRXI7ZqFTCVLr3UWj6PHUP0egOfP+ec76npQaNzT7q90rCrB2nMfD9ozzxxM35ouKEHj6YUovh60DKnnebVLrzo4eaySA3e4jkJPXgy/a3Csx7SlJKIBnVT6tixY7hw4UK8+OKLMT4+voYZpSgKJiYm4v/93//RzorEAJEaBaNGNlJgoB0QNKIFP1odJt5MKcTY0INFudLuMGnwpIebe6BFu1cjPcaMCZhKXi/iiRPm8/nee/qle2++SU8P1oNRp9jVgzTR9GAxGHUrfgTDWg9eTSlEsfVgaU6LEs9J4NayyFB4iuck9OBtebRVeNVDmlIS0aBiSlVXV+Onn36KI0eOxKSkpBomlDYzqn///vjyyy9jWVkZjWxITCJSoxCpkQ0XGFgFBA2jIEizw8SjKYUovh60y5VVh0mDFz3cflqk0T1H0uONN/TG0ooV5vP5z38GPlevHqKWNA09eB7kG2FHDxpE0oPVsh034kcoLPXgvb6KqgerZbwixXMS8FRfeYnnJPSgUa5OHyRhFR71kKaURDSImlJbtmzB++67D1u1ahXWiFIUBdu1a4ePPvoo/vLLLyQvLXGASI1CtEY2ODCwDggaoYGBdoeJV1MKUWw9aJVrfn4+8wG3Bg96kNgsFpHsI8uj6fHnn3pT6sEHzV3n5EnElJTA5664Qv8+aT14GjRZwaoetDDSg+UGx6zjRzhY6SFCfRVRD1rlykP8cFMP3uprrOhBo1y9Xi838cMtPUhtlUATkcafEvo4NqX+/PNPnDdvHnbv3t3QiGrQoAHm5ORw+YWQiNUomAleWmAAAOYBQUMLDFo+aHaYeDalEMXVg1a5agfrDpOG23rwUl+1TqNZPbp1C5hLPXuau8bHH+vNrFdeqXkOST14GzRZwaoetAinB+tyZRk/jGChhyj1VTQ9aJar2/ED0T09eKyvsaAHjXL1+XzcxA/WhOohTSmJKHjABidPnoS33noLBg8eDK1atYKJEyfCt99+C6iaXAAA4PF44JJLLoHXX38d/vjjD/jPf/4Dffv2tXM5icQSd955p///AwYMgIyMDOZ5yMjIgAEDBoTNU21D6hGeqVOnQnJyMvPr8qAHDyQnJ8PUqVP9f0fTIzMz8P8NGwAOHYp+jcWLA/+PjwfIzq55jtRDxaoetOBBDx7aK1704AGpRwD5/eALqUd4xo4dK78fEolgWDKlvvjiC8jJyYHTTjsNrr/+eli+fDlUVlbqzKhOnTrBrFmz4Ndff4Xly5fDiBEjoH79+lQyL5GEUlZWBllZWZCSkgLZ2dmwZMkSyMvLY56PvLw8WLJkCWRnZ0NKSgpkZWVBWVkZ83y4jdSjJu3atYP09HQYMmQIlJSUML02L3rwQElJCQwZMgTS09NN6RFsSiECfP555PQrKwE++CDw96BBAA0b6s+RegSwqgcNeNGDh/aKBz14QeqhIr8ffCH1MOahhx6q9d+PPn36ML+2ROIIs1OqzjrrLN3yvOBleo0bN8bbbrsNv/rqK1ozuiQUEWn6ZKRpvuHWcLux/0PoNWnvj8LLcqhQRNeDVrkWFBS4st8AL3poG+a6WV9D64AZPcrL1Y3KtaV4N94Y+Rqff65fupefr3+fhh48Li8xgx09SBNJDxJ11my5so4f4WClhwj1VUQ9aJRrQUEBF/HDTT14qq+8xHMSetBavsdL/HBLD7nRuUQ0TJtSoUZU3bp18corr8T33nsPT506RTOPEsqI1CgYNbKROmksA4PRtWh2nHg0pWJBD9rlynLgzZsebtZXI+3N6HHxxQGT6ayzIl/n1lsD5yoK4h9/BN6jpQetwShNnOhBCjN6sBiMuhE/QmGpB0+D/HCIqgfLQb4o8ZwEvNRX3uK5Uz1Ymai04FUPaUpJRMOSKaUoCp577rk4f/58PHDgAM18SRgiUqMQrpE101lmERiiXYPnJxiRTCdW9GBRriwG3rzp4eZMqWiaRyur2bP1s5927Ah/naoqxNNPD5x34YXmr4FoXw/RNox1qgcJzFyDxUwpt+KHlWuQ1oOXQX44RNaDRrl6vV4u4oeberB8CqcRvMVzEnrQagd4iR9u6SFNKYlomDal7rnnHty8eTPNvEhcQqRGwcmvITQDg9m0aXSceDKlrHQCeNeDVbnS7DjxqIdb9dXsdy9SmW3cqDelnn02fBpffqk/b/786GmHEuuP1iahh1PMpk3bPHEzflhNm6QevJpSoutBo1zzQ9cfh8B7PHfK+vXr0ev1ulpfeYznkWC5VYIbM9J510OaUhLRMG1KSWIXkRoFp+vGaQQGq2mS7jjxYkrZCf4868GyXGl0nHjVw436avU7Z1R2VVWITZsGzKarrw7/+bvv1ptSe/aw0YPWYJT0QI+UHk6wkibNQZPb8cNOmqT04NGUigU93CpXnuO5E7Q0fT6fa/WV13geDVZbJbCekS6CHtKUkoiGNKUkQjUKVqaUG0EyMNhNi2THicSUckR2v+CFwqserM0Tkh0nnvVgXa52v2tGZXjddQGzqUEDxIoK/eeqqxHbtAmc06sXOz1ode5Jtlek9bCD1bRolSsP8cNNPXgzpWJFDzeXmfEaz+0SnFZBQYEr5cpzPDcDi60SWM5IF0UPaUpJREOaUhKhGgWrU8qNIBEYnKZBouNEako5Ittf8ELhUQ83ZvSQKEve9WBZrk6/Y+HK8uWX9bOg1q7Vf+brr/XvT516gpkeNDv3pNor0nqwSINGuWr7VLkdP9zUgydTipd4TkIPt5eZ8RjPSaThRn3lPZ6bhfZWCaxmpIukhzSlJKIhTSmJUI0CD7+KOv1sME46TiSnlCOy/wUvFN70IPGrKCLbTqgIerAypUj9Wh5apnv2hJpO+vMffFD//rnnDmOmB+3OPYn2irQeLD5Lo1x5iR9u6kFj5klOTo7lNHiK5yT0cHOZmQZv8ZyEHqxNKRHiuRVobpXAYka6aHpIU0oiGtKUkgjVKLi9f4Tdz0TCTsdJdPPECJ70EM3sE0UPFqYU6X1FQsu2Y8eA6dSvX+C86mrEDh0C73m9PzHVg0Xn3ml7RUMPWp/RoDVTigQi60HDPOElfriph1vLzELhKZ6T0EMU88QIXvUQwewTUQ9pSklEQ5pSEqEaBRqNrJVGnsZGhYjWOk6xsszMCF70EGlZpEh60K6vNDa6RdSX8bXX/u43nuLjEbXLbNminyVVr940pnqw6tw7aa9IwfL7wdMys3CIqgeNZWZWlkXyGM9JwFN95SWek9BDpGVmRvCoB+/LIkXVQ5pSEtGQppREqEaBViNrprGnFaA1zHScWG7IbbRfF80ArcGDHqJsIC+aHjRNKVoDbg2trBMSrtWZT0uXqu9Pnao3pRYt+pZ4HhDp7tdlNg277RVJWH0/eBrkGyGiHrQ25OYhfripB2/1NVb0YFGuosVzu4iygbzIekhTSiIa0pSSCNUo0GxkIzX6tAO0RqROEc0p5eHSCfdkQxYBWsNtPdyYgRaOSGUuoh40TVSaA26N0tJS7NXrYgQ45Tef7rhDfa9Ll0r/a2eeWY7V1dSyEbbMWQ9G7bRXpGHx/eBtkG+EaHrQLFe34weie3rwWF9jQQ/a5SpiPHcCya0SaMxIF10PaUpJREOaUhKhGgXajWy4xp9VgNYI1zmiPaU8XDo+n08XjFkGaA039eDFlEIMX/ai6kHTRKU94NYoLS3F5ORv/AZUp06I33xT5v8bQN3wnDahZe/GYNRqe0UD2t8PHgf5RoikB+1yFTGek4DX+iq6HjTKVZuRLmo8dwqprRJIz0iPBT2kKSURDWlKSYRqFFg0ssFBgHWA1gjuJBUVFVGfUh4unYKCAn9QLioqYh6gNdzSgydTClHfSRJZD5omKosBt8aDD57QmVCnn/6W7u+vv2aTj2ANtP10WHfurbRXtKD5/eB1kG+EKHqwKFfR4jkJeK6vIutBo1y9Xq/Q8ZwEtJbxWiFW+lfBSFNKIhrSlJII1SiwamS1YOBGgNZYv369Pw/p6elUp5QbpVNaWorp6en+11gHaA039ODNlELEmNCDponKkuJi/f5RABX+/7dpg1SX7oUSrIdbnXuz7RVNaH0/eB7kGyGCHqzKVaR4TgLe66uoetAo13bt2gkdz0nAS32Nhf5VMNKUkoiGByQSiUQikViiZ0+ABg0w6JV4//+GDAFQFPZ5kkgkEolEIpFIREOaUhJJCHl5eZCbmwvTpk2DadOmQW5uLuTl5THNQ0lJCWRmZkLv3r2hqKgIdu3aBVlZWVBWVsYsD+Xl5ZCVlQW7du2CoqIi6N27N2RmZkJJSQmzPADwoQcPlJWVST0iMHHiRKbfj+PHy6CqamvY9xo3ZpYNnR45OTnsLhwED+0VL98PHpB6BOChveJBD16Qeuj5/fffa/33Y+vW8HGUJbK9kkg4wO2pWhL3EWn6pNzoXG50Ljc6F1uPWNnovEOHSQhQHbKED//3WjUuXkw9G3Kj8/8hNzoPIJIecqNzudG5SHrIjc7JIzc6DyA3Oud7/CmhjzSlJEI1Ciz2OeDhEblWHllMc5Afa4/ItQIvplSsPbKYVrnm5+cze+T9BRf0RUXZa2BKIQJUYfPmJ7Cyklo2wpY568GoW4+8D4bF94PXQX4ooulBs1zdjh+I7unBY32NBT1ol6uI8dwJWpn7fD7X6mus9a+CkaaURDSkKSURqlFg8UQYJ+c4wUynKNw5NAf54WARqHnQg8QTYRDJ/4Jn5xynkNSDptlHe+CtlbXXe5mBGaU/nn2WTjtqVNYsB6N22yuSsPp+8DjID0VEPWg9dYuH+OGmHrzV11jRg0W5ihbP7RJc1gUFBa7U11jsXwUjTSmJaEhTSiJUo8BqSjmJc61gpXMaeq4bM3poBmpe9CAxpRyRzi94Ts61Cmk9aNdXWgO94DKeOnW7KVMqIWEMUz1YDUadtFekYPn94G2QH4qoetBYtpOTk8NF/HBTD57qKy/xnIQerMpVpHhuBxp9WKtpxGr/KhhpSklEQ5pSEqEaBZZTykl+JhJ2OqWkf2VCpBvUzcKTHiSmlCPS+wWPxGeiQUMPFiYq6YFeaNmuWBHdkAJAPOecW5nqwaJz77S9oqEHrc9o0CjXnJwcy2mEQ2Q9aCzb4SV+uKmHWzNPQuEpnpPQg6V5Iko8twqt2f60f1QVUQ9pSklEQ5pSEqEaBdZTyml8NhgnnVFRzRMjeNNDRLNPBD1YzewjNdALV6aVlYitWiEqSngzSlEQW7dGPHyYrR60O/ck2isaetD+LI1y5SV+uKkHDfPEjtnHUzwnoYebe/Ro8BbPSeghgnliBM96iGL2iaaHNKUkoiFNKYlQjUJoI2u071E0SARZp2mQ6ISKtszMCB71EHVZJO96sCxXp9+xSGW5eLFqPoUaU9pr2tP3WOpBs3NPqr2ipQfNNGjNlOIhfriph6jLzMLBkx5uP82Mx3hOIg3el5kZwbseIi2LFEkPaUpJREOaUhKhGoXQRjbcE+KiQXI6st20SE7XF2VDbiN41YO1KUXyVzie9WBdrna/a2bKcPFidcZUsCnVunXAkLKSlhGsp+uHS4Nke0VTD1pp0SpXHuKHm3rwZEoh8hHPSehBawN5M/Aaz+0iyobcRoigB4t2oLb0r4KRppRENKQpJRGqUQhtZH0+n6XAQGPjRqtpkt4/wo0ZPeGwE6h51oNludLYr4BXPdyor1a/c1bKrrISccUKxDfeUP+trHSepoZVPWh07vPz84lvxExTD7NYSZPmoMnt+GEnTVJ68GZKIcaGHm6VK8/x3Akkt0pgOSNdFD1o11e344cGaz2kKSURDWlKSYRqFEIb2YKCAtOBgUZAsJo2r0/aIZWOlUDNux6sypXmk1141MOt+mr2uyeyHjQ6916vl2h7pSGSHrQHTW7GD6tpk9SDR1MKUXw9aJnTkeA9njuF1FYJrGaki6QHzXaAh/iB6I4e0pSSiIY0pSRCNQrhGlkzgYFmQDB7DVodJp5MKURzgVoEPViUK80Ok5VrsNRD20vHjfoaTXPR9aDRuff5fMQHeBqi6EGizkbTxq34YeUapPXg1ZRCFFsPWuY0D/HDTT3cXBapwVs8J6EHrXaAl/jhlh7SlJKIhjSlJEI1CnZ+DWEREKJdi2aHiTdTCjE29KBdriw6TBq86eFmfTXSPhb0oNG5LygosJyGFUTRg8Vg1I34EQpLPXg2pRDF1YOWOc1L/HBLD17qK2/x3KketOIWT/HDDT2kKSURDWlKSYRqFKzOOmEZEDRCr0m7w8SjKYUovh60yrWgoIDpgFuDFz3cnCmlEVoHYkUPXgZNVuFdDxYzpTRYx49wsNJDhPoqoh6sBvkixXMS8FRfeYnnJPRgaaLSgkc9pCklEQ1pSkmEahSiNbLBgSE7O5t5QNDQAkN2djb1DhOvphSi2HrQKtd27dpheno60w6TBg968FJftc5zenp6zOjB06DJKjzrwbpcWcYPI1joIUp9FU0PFsuhRIvnJOCtvsaKHqyXm9KCNz369OkjTSmJUEhTSiJUo2AmeJWWlvrfz87OdiGXKlpQAgDup5STTCcUUfWgVa7aUVRUZCs9p7itB0/1taioKKb04G3QZBVe9XCjXFnFj0jQ1kOk+iqSHjTL1e34oeGGHjzW11jQg0a5zps3z3IaJOBRD2lKSUTBAxJJjDF//nz//1euXAklJSXM81BSUgIrV64Mm6fahtQjPJMnT4aysjLm1+VBDx4oKyuDyZMn+/+WeriL1CMAD+0VL3rwgNQjgPx+8IXUIzwvvfSS/H5IJIIhTSlJTJGXlwe5ubkwbdo0KC0tBZ/PB5mZmUwDQ0lJCWRmZoLP54PS0lKYNm0a5ObmQl5eHrM88ILUoyb5+fmwfv162LJlC2RlZTHtOPGgx9atW5ldy4iysjLIysqCLVu2wPr162u1HjzAux4s6ywP7RUvevCA1CMAD+0VD3rwgtTDmJ07d9b670dBQQGz60okRHB7qhYtdu3ahXfffTd26NABvV4vNmzYEHv06IFz5szBY8eOEbvOxx9/jFdddRW2bNkS69atiy1btsSrrroKP/74Y9NpVFRU4HPPPYd9+/bFJk2aYP369bFt27Z444034pYtW4jl1QiRpk9GmuYbblNB1hvmGm3ySHPDQ56WQwUjuh60y5X1hrm86OH1el2tr0b3HAt68Li8JBoi6EGizpopVzfiRygs9eC9voqqB41y1Tb7dzt+uKkHT/WVl3hOQg8a5Zqfn89N/HBLD7nRuTscO3YMZ8+ejT169MCGDRui1+vFDh064N133427du1ynH5VVRWuWrUKJ02ahP3798fmzZtjnTp1MDk5Gc855xy8+eab8dtvvyVwJ+yJSVNqyZIlmJKSUqOia0daWhpu377d0TWqqqpw7NixhtfQgnhVVVXEdA4cOIA9e/Y0TKNevXr4n//8x1FeoyFSo2DUyEYKgqwCQ7ROO62OE4+mVCzowaJcWQ28edLD5/O5Vl+j3avoetAajNJCFD1I1Nlo2rgVP4JhrQdPg/xQRNaDRrnyEj/c1KOgoICL+spTPCehB612gJf44ZYe0pRiz/bt2/Hss882HNOnpKTg0qVLHV2jdevWEb0HAECPx4P33XcfVldXE7ozNsScKbVx40ZMSEhAAMCkpCScPn06FhcX42effYbjxo3TGVNOGqkHHnjAn1b37t1x0aJFWFJSgosWLcLu3bv735s0aZJhGpWVldi3b1//uUOGDMFPPvkE169fj08++SQ2a9bMX7mszLyyikiNQrhG1kzwox0YzAY/Gh0n3kypWNGDVbnS7jjxpgeJjj2idX3M3qPIerAcjDpFJD1oD0bdjB8abujBqykluh6szWkR4rlTWJnT0eAtnpPQg2Y7wEP8cEsPaUqxpbS0FNPS0vz3MW7cOPzss8+wuLgYp0+fjklJSQigPhly06ZNtq8TFxeHAIDt27fH+++/H5csWYIbNmzA1atX49SpU7Fhw4amPAgeiTlTql+/fggAGB8fj8XFxTXenzNnjl+sKVOm2LrGjz/+iPHx8QgA2KNHDywvL9e9f+zYMezRo4c/H0azsl566SV/Xm655ZYa72/fvt0/46t9+/ZYUVFhK7/REKlRMDOl3AhagcFq0CPdceLJlLJyb7zrwbJcaXWceNTDjfpq9d5E1YPVsh2niKYHT4MmGgNvt/Tg0ZSKBT3cKFfe47kTWC/jNYLHeB4NVlsluDEjnXc9pCnFltzcXP89zJkzp8b7X375pd876N+/v+3rXHDBBbh8+XLDWVA7duzApk2b+j2In3/+2fa1WBNTptT69ev9FWL8+PFhz6mqqsJOnTohAGBqaiqeOnXK8nVuvvlm/3XWrl0b9py1a9dGNJwQ0Z+PRo0aGe5zNXPmTH86b7/9tuW8mkGkRsHpr/ikA4PdYEey4+TWzJNQ7NwTz3qwNk9Id5x41YN1udq9JxH1oNW5J9leiagHb8tLYkUP3kypWNHDrWVmPMdzuwTfU35+vmv1ldd4bgYWWyWwnpEugh7SlGLHqVOnsEGDBggA2KlTJ8Ote8aPH++/z5KSEmr5eeqpp/zXmTt3LrXrkCamTKlJkyb5RVi3bp3hecFGT0FBgaVrVFdXY4sWLRAAsGPHjhHP7dChAwIAtmzZsoaj+eOPP/rzcNNNNxmm8fvvv/vPGzFihKW8mkWkRsHKlHIjSAUGp0GORMeJ1JRyRHa/4IXCqx5uzOgh1XHiWQ+W5er0XkTTg2bnnlR7JaIeNMrV6Ua8saAHT6YUL/GchB5uLjPjNZ7bIfRe3KqvPMdzs9DeKoHljHRR9JCmFDuCfwiYNWuW4XnBE1ZoLq3bsmWL/zpGE2N4JB5iiDVr1gAAQGJiIpx33nn/3959R0Vxvf8Dfy9tqSpVSqQYJDaiRg0ozYaKMVFiI0YF21djNCofW0wsMcZoYkM/n0RNFFBRQTSmWLFQLISIGE1iLIBdBARUQIGF+/uDs/e3C1thdyk+r3P2nGXnzjN37g6zM8/cuSO3XEBAAH9/7tw5DBw4UOVlZGdn4+HDh7XiyFvO9evX8eDBA9y+fRtubm616qosjr29PTw8PHDjxg2cO3dO4fLy8vJUWYVacnNza32WmZlZp1jadvv2bam/AwICcO3aNbXjREREYOrUqejXrx+2b9+ON998U635r1y5gsmTJ6Ndu3aIiIjA/fv31a7DiBEjkJeXhyVLliAvLw/Tp09Xa/6SkhJMnToVt27dkvr89u3bsLa2Vrs+NdtW1ThbtmzBpk2b8Mknn2DEiBHN5vvo2bOn1HRdtKuFhQW2bduGyZMnw9/fHz/88APMzMzUWl5j/z7qup3VpCyO+P/j5s2b2L59OywsLNRui6b2fWiibeXF0NT+qil+H9po19mzZ6N9+/YN/vvRkN+HNtr11KlTasdoTL/nmvg+wsLCpD7X5H5AFY3x91wT30d6erpUGV20a2P/PVeVou9Dm79bkpra77k8qn4fmjrW0iZZ55q5ubmwsbGpUzxbW9v6VqlOVD2n79GjB0xNTVFaWqr0nL4+ysrK+Ht9fX2tLUfjGjorpkk2NjYMAOvSpYvCcgUFBTyDOGrUKLWW8euvv/J5N2zYoLDs+vXrednDhw9LTfvPf/7Dpykb8Oy9995jAJhAIGDFxcVyy6FGtple9KIXvehFL3rRi170ohe96EWv5vxqKCNGjOB1KCwsVFj2zTffZACYra2t1uojmX/47rvvtLYcTdNDM/Hy5Uvk5+cDAF577TWFZS0tLXl2/N69e2otRzIjrWw5bdq04e9rLqcucRhjdbpCQQghhBBCCCGEEM0Rn5ubmZmhVatWCsuKz+nz8vKkejRpSmlpKTZu3AgAEAqFGDZsmMaXoS3NJin1/Plz/t7c3FxpeXFSqri4WGvLkewWWnM5mopDCCGEEEIIIYQQ3RKf06uTfwC0c06/cOFC3L17FwDw8ccfw9HRUePL0JZmk5R6+fIlf29kZKS0vFAoBAC8ePFCa8sRL0PWcjQVhxBCCCGEEEIIIbolPqdXJ/8AaP6cPiYmBv/9738BAB06dMDKlSs1Gl/bms1A58bGxvx9eXm50vLiLnMmJiZaW45kt7yay6kZR/JvdeJIkjVguSpevnyJ5ORkAEDLli0BAK6urk1rcDQdKygogK+vr9RnZ8+ehZWVVQPVqHmgdtUOalftoHbVDmpX7aB21Q5qV+2httUOalftoHZVT2VlJR+Q/enTpwAAf39/hefE9SEQCOodIzIystbDJMT1VSf/AKifg1AkMTERkydPBgBYWVnhwIEDGo2vC80mKWVhYcHfq9IdrqSkBIBqXe3quhzxMmQtp2YcRf+AiuJIqs9TBz788MM6z/sqkvWkQw8PjwZ78kNzQe2qHdSu2kHtqh3UrtpB7aod1K7aQ22rHdSu2kHtqr7OnTs3dBXqTXxOr07+AVA/ByHPxYsX8d5776GsrAzm5uY4cuQIOnTooJHYutRsklLGxsawtrbGkydPlA4GXlhYyDcKycHIVSE5KLmy5UgObl5zOTXjKHr8pTiOQCBQOig6IYQQQgghhBBCql27dq3eMRwcHGp99tprr+H3339HSUkJioqKFA52Lj6nt7W1lbqVr67+/vtvDB48GM+fP4dQKMShQ4fg5eVV77gNodkkpQCgY8eOSElJwa1btyASiWBgIHv1/v33X/5e3Uxix44dZcZRdzk143Tt2lVpnDZt2kgNkEYIIYQQQgghhBD52rdvr5W4HTt2xIEDBwBUn7N7e3vLLCcSiZCZmQlA/fyDLJmZmQgMDMSTJ09gYGCA2NhY9O/fv95xG0qzGegcAL+Pt6SkBOnp6XLLJSUl8fc+Pj5qLcPNzY2PZC8ZRxbxOE1OTk5wdXWVWVdlcXJycnDjxo061ZUQQgghhBBCCCGap+o5/cWLF/mdWvU9p79//z4GDBiAR48eQU9PD9HR0Rg2bFi9Yja0ZpWUGj58OH8fGRkps0xVVRV27twJAGjVqhX69u2r1jIEAgH/0v/991+kpqbKLJeamsp7OA0bNqzW4GoeHh48SxoXF4fS0lKZcaKiovj74OBgtepKCCGEEEIIIYQQzevTpw9/UFh0dDQYYzLLaeqcPjc3FwMGDOCDxG/ZsgVjx46tc7zGolklpd5++234+fkBALZv344LFy7UKrNu3Tp+T+ns2bNhaGgoNT0xMRECgQACgaDW6Ppic+bM4U+mmzVrVq1HOr548QKzZs0CABgYGGDOnDky48ybNw9A9dMaFixYUGt6ZmYmvv76awCAu7s7JaUIIYQQQgghhJBGwMjICJ988gmA6nGr1q5dW6vMhQsXsH37dgBAQEAAevbsKTOWOAdR8w4rsaKiIgwaNAjXr18HAGzYsAFTp07VwFo0vGY1phQAREREwMfHBy9evMDAgQOxePFi9O3bFy9evMC+ffuwbds2ANU9lf7zn//UaRkeHh6YP38+Vq9ejYsXL8LHxwcLFy7E66+/jszMTKxZswYZGRkAgPnz56Ndu3Yy44SGhmLHjh04d+4c/ve//yEnJwdTp06FpaUl0tLS8OWXX+LZs2fQ09PDpk2b5I6RRQghhBBCCCGEEN2aP38+YmNjcePGDSxYsAC3bt1CSEgITExMcObMGaxatQoikQgmJibYuHFjnZZRVlaGd955B5cvXwYAfPjhhxgwYAD++usvufOYmZnBzc2tTsvTtWaX5ejWrRtiY2Mxbtw4PHv2DIsXL65VxsPDA4cPH+aPcKyLr776Crm5udixYwcyMjIQEhJSq8zkyZOxcuVKuTH09fVx6NAhDBkyBH/88QcOHDjAB0oTEwqF+O9//4ugoKA615UQQgghhBBCCCGaZWFhgcOHD2PIkCG4efMmtm3bxjvCiLVo0QIxMTEKH26myKNHj3D+/Hn+d0xMDGJiYhTOExAQgMTExDotT9ea1e17Yu+++y6uXLmCuXPnwsPDA6ampmjVqhV69OjBezG5u7vXaxl6enrYvn07Dh8+jGHDhsHR0RFGRkZwdHTEsGHDcOTIEfz444/Q01PcxDY2Njh//jy+++47+Pr6wtraGsbGxmjbti2mTp2K9PR0TJkypV51JYQQQgghhBBCiOa5u7sjIyMDa9asQY8ePdCqVSuYmprijTfewNy5c3HlyhUMHTq0oavZaAmYvNG4CCFy5eXlwc7OTuqz3Nxc2NraNlCNmgdqV+2gdtUOalftoHbVDmpX7aB21R5qW+2gdtUOaldC6q5Z9pQihBBCCCGEEEIIIY0bJaUIIYQQQgghhBBCiM5RUooQQgghhBBCCCGE6BwlpQghhBBCCCGEEEKIztFA54QQQgghhBBCCCFE56inFCGEEEIIIYQQQgjROUpKEUIIIYQQQgghhBCdo6QUIYQQQgghhBBCCNE5SkoRQgghhBBCCCGEEJ2jpBQhhBBCCCGEEEII0TlKShFCNKJPnz4QCAQQCAQNXRVCCHklubq6QiAQwNXVtaGrQkiDEh+P9OnTp6GrQgghRAlKSpEm5/LlywgPD4e3tzdsbW1hZGQEExMTODg4oFevXpgyZQq2bt2KzMzMhq5qk0Ft2vDu37+P9evXY9CgQXBzc4O5uTnMzMzg5uaGgQMHYt26dbh3716dYpeUlGD37t2YOHEiOnfujNatW8PIyAgtW7bE66+/jhEjRmDDhg14+PChWnFTUlLw6aefwsfHB87OzjA1NYWJiQkcHR0REBCA+fPn49y5c3WqsyrEJx3i17Fjx5TOc/v2bV7e19dXZpnExMRascUvExMTtG7dGh4eHggKCsLixYvxyy+/oLy8XO4yy8vLYWNjw2NcvnxZ7XXNycmBoaEhBAIBjI2NUVBQwKctX76cx16+fLnasRuaZPuqYt68eby8UChEfHy8lmuoXfK2NWWvoqKihq76K0vR92Jubg5nZ2cMHToU//vf//Ds2bOGrq7KJPeP9X2FhYU19Oo0Kc11m9Ik2j4JacYYIU1EcXExGzduHAOg8uvIkSMNXe1GTZNtGhAQwMsQ1ZWUlLDw8HAmFAqVtr1QKGRz585lJSUlKsUWiUTs22+/ZTY2Nip9t3p6emzMmDHs1q1bCuOmpKSwXr16qbzNtG/fnh08eFATzSWl5nK6du3KqqqqFM6TnZ3Ny/v4+Mgsc+bMGbX+JwAwGxsbtmDBAvb8+XOZMWfPns3LfvLJJ2qv6+rVq/n8ISEhUtOWLVvGpy1btkzt2A1Nsh0VEYlEbNKkSbysmZkZO3HihI5qqT3qbmviV2FhYa1YLi4uDABzcXHR+Xq8StT5nlq3bs2OHTvW0FVWieT+sb6v0NDQBl0XcT0CAgIatB6qaq7blCY1p+2TECLNAIQ0ASKRCEFBQUhJSQEAGBgYYOjQofDz84OjoyMEAgHy8/Nx9epVJCcn49q1awCAysrKhqx2o0Zt2vBycnLw7rvv4uLFi/wzX19fBAUFoU2bNhAIBLh37x6OHTuGlJQUlJWVYcOGDUhJScGvv/4Ke3t7ubGLiooQEhKC48eP88/c3d0xePBgdOjQATY2NigpKcHDhw+RmJiI5ORklJeXIzY2Fi9fvsShQ4dkxt28eTPCw8MhEokAABYWFggMDETv3r1hZ2cHQ0ND5OTk4MqVKzh69ChycnLw77//4v3330dhYSFatWqlkbaT5fLly9i7dy/Gjh2rsZidOnXCypUr+d+VlZV4+vQp8vPzkZGRgeTkZDx8+BD5+fn45ptvsH//fuzduxdeXl5ScSZPnoyIiAgAQExMDL799lsYGRmpXI+oqCj+ftKkSfVbqSaovLwcY8eOxYEDBwAAlpaWOHLkCLy9vRu4Zpr1008/qVzWzMxMizUhqqr5nT1//hyXL1/Gzp07kZ+fj8ePH2PYsGFITExs9NurnZ2dwm3wr7/+wpIlSwDU3jfW5OzsrPH6qYMx1qDLr4/mtE1pUnPaPgkhNTR0VowQVWzatIlf3XB1dWX//POPwvI3btxgCxYsYCkpKTqqYdOj6TalnlLqefHiBevatStvMzc3N5aUlCS3fEpKCmvbtq1Ur6AXL17ILFtRUcH8/Pykrqru379fYS+ivLw8tnDhQmZqasqGDRsms8yWLVukrjSGh4ezgoICuTErKyvZ3r17Wfv27eX27KgPcT2MjY2Znp4eA8Datm3LysvL5c6jbk8pZVfZRSIR279/P3N2dubzWFpasmvXrtUq27NnT15m//79Kq/nuXPn+HwuLi6ssrJSanpz7ylVXFzMAgMDeRkHBwd29epVHddSe5Stvzqop5RuqPKd5efnsx49evBy3t7eOqyhdqizbyTqeVW3KU2i7ZOQpovGlCJNwq5du/j777//Hh06dFBYvl27dlizZo3cMWMItWlDmz9/Ph9byM3NDSkpKfD395db3tfXF8nJyXBzcwNQ3StowYIFMssuXryY94BzdnZGamoqRo4cqXDMHhsbG6xevRppaWno1KlTremXL1/GJ598wv/esWMH1q1bB0tLS7kx9fT0EBISgoyMDPzf//2f1gbBt7a2xvjx4wEAWVlZ2Lp1q1aWI4u+vj5GjhyJjIwM9OzZEwBQWFiIUaNGoaqqSqrs5MmT+fsdO3aovAzJsmFhYdDTe3V+ugsLCzFgwAAkJCQAANq2bYuzZ8+ic+fODVwzQhSztrZGdHQ0/zs1NbXO4wISAtA2RQhpvl6dI1vSpP3777/8fUBAQL3j1XxCUVVVFaKiotC3b1+0bt0axsbGcHZ2xvjx43HlyhWV454+fRphYWFwd3fnA1W7u7sjNDQUp06dkjtfbGwsH3zxhx9+kFmmtLQURkZGvNzXX38ts1xlZSVatmwJgUDAT5Jl0XSbqiM9PR0fffQROnTogJYtW8LExAQuLi4YPXo0Dh48qHT+mt/fy5cvERERgV69esHW1hYmJiZwd3fHjBkzcPPmTZXrlZOTgxUrVsDX1xf29vYwMjKCjY0NevfujZUrV6KwsLCuqyzl3r17PHEiEAgQFRUFJycnpfM5OTkhMjKSJ3e2bNmC+/fvS5V5+PAhNm3axGPHxMSo9SSuTp064auvvqr1+ZIlS/hg3lOnTsXEiRNVjmlsbIytW7eiZcuWKs+jrhUrVkAoFAIAvvzySxQXF2ttWbJYWVnhwIEDsLCwAFB9G8H+/fulynzwwQcwNTUFAJw4cUKlgeVLS0sRFxcHoPr7VKfdm7pHjx4hICAAqampAABPT0+cPXsWbdu2beCaNQ913d99//33/HdoxYoVKi1r3bp1fJ61a9dqcjUatY4dO8Ld3Z3/rc7xRHNR88m8jDHs3LkT/fv3h729PUxNTdGxY0csXrwYT548kZr32bNnWL9+PXr27Alra2uYmZmha9euWLt2rcKHSwDKn74XFhbGy9y+fRsAcObMGYwePRrOzs4QCoWws7PDkCFD8PPPP9e7HTRF0TYVFRXF10l8y/elS5cwffp0eHh4wMLCQmqapKdPn2LdunUYMGAAHB0dIRQKYWVlhe7du+PTTz/FgwcPVK7j7du38fnnn6N37978wSoWFhbo3LkzwsLCEB8fr/T705WG2j5FIhESEhKwYMECBAQEwMHBAUZGRjAzM4OrqytGjRqF+Pj4Whe3JB04cIDX/Y033kBJSYncsvn5+XBycoJAIIC+vj7OnDmjRisRogMN3VWLEFWYmJjwLrnZ2dn1jid5i0N+fr7UrWc1XwYGBmzPnj0K45WUlLD3339f6cCK77//vsxBqh8/fszL1BzEWOzYsWNSsQYMGCCzXGpqKi+zYMECuXXWdJuqcvueSCRiM2bMYAKBQGE7+fn5sdzcXLlxJL+/e/fusS5dusiNZWxszKKiopTWPyIigpmamiqsl6WlpUYGF120aBGPOWjQILXnl7yVadGiRVLTPvvsMz4tKCio3nVlrPrWTcn/h/v372skbn2J6+Tk5MQYY2zu3Ln8sy+++ELmPJq+fa+m8PBwPm9gYGCt6RMmTODTV61apTReVFSU0v/55nj7XlZWltTtqt7e3gpvFW3KZK1/Xal6+1599ncFBQXMyMiIAWDu7u4q1Uu8j9bX12cPHz6sy6o1Kup8Z7179+ZlY2JidFA77anLvlHy2OD58+ds4MCBcre5tm3bsrt37zLGGLt+/Tpr166d3LJ9+vSRews7Y8oHOg8NDeVlsrKy2KxZsxT+P3z88cfqNpdaNLFNRUZG8s8jIyPZmjVrmL6+fq11iYyMlIoXFxfHrKysFK6/KsdSIpGILVq0iBkaGiqMBYBt3LixTu2kSFPaPvv27au0jQCw3r17s5ycHLlxpk2bxsuGhYXJLffOO+/wcp9//rlKbUOILlFSijQJnp6efGc6e/bsescTH7g7OTnxH6RevXqxtWvXstjYWPb999+zPn368GWamJjIfSKZSCSS+lEzNzdnM2fOZNHR0WzXrl1s1qxZzNzcXOqHSiQS1YrTqVMnBlSP/yPLggULpH6oTExMWFlZWa1yq1at4mUUJVA03aaqJKUkn/RnaGjIJk6cyCIjI1lMTAxbuHAhs7W15dPbt28v90lm4u/P0dGReXt7M6B6jKVvv/2WxcbGsk2bNjF/f38eS09Pjx06dEhuvSQTOWZmZiw0NJRt2bKF7d+/n23dupWNHj2aH9gZGBiw5OTkerVVt27d+PKUJTxliYmJ4fN3795dalr37t35tH379tWrnmKbN2/mMQcPHqyRmJogrpM4KZWfn89atGjBADALCwuZiU1tJ6UuXboktS3VHN8qKSmJT/fw8FAaT3I73rt3r8wyzS0pdfXqVebg4MA/GzhwICsuLm7gWmqPOiejyqiSlNLE/m7EiBE8xvnz5xXW6cqVK7xsXZLwjZE635m7uzsv+9tvv+mgdtpT35P+UaNGMQDMy8uLrV+/nsXGxrINGzawDh06SMUtLCxkbdq0YQKBgI0cOZJt27aNxcbGsqVLlzJLS0tedsmSJXKXq6yekkmpsWPHMqB6fM0lS5awPXv2sOjoaDZhwgQ+XiGg3aSiJrYpyaRUUFAQPyadMWMGi4qKYjExMeyzzz5jR48e5fNs27aNXyg0MjJio0aNYps3b2ZxcXFsx44dbNKkSczY2FjpMUtVVRX/fgEwgUDAhgwZwjZs2MBiY2PZzp072dKlS5m/vz/T09NjGzZsqHeb1dSUtk8vLy9mZmbG3nnnHbZ06VIWGRnJ4uPjWXR0NFu0aBF7/fXXeZxevXqxiooKmXFKS0v5+YO8bXT9+vVSxz2yzkEIaWiUlCJNwtdffy31gx0UFMTi4+PZkydP6hRPfOAufsn7cZwyZQovM2vWLJllvvnmG17G1dWVZWVl1SqTlZUltcw1a9bUKjNz5kw+XdYgvuJBkiWvkCUmJtYqJ+5FY2hoKLNXlpim21RZUiouLo5Pt7KyYunp6bXK5OXlSSVsPvroI5mxan5/M2fOlPkju2bNGl7Gzs6OPX36tFaZo0eP8gMyb29vub2Azp49yywsLPj3LO8AQZnnz59LHeTeuXNH7RiSiRV9fX1+wl5cXCwV+969e3WqY01jxozhMb/88kuNxNSEmkkpxhhbuXIl//yTTz6pNY+2k1IikUiqB8rly5drlZG8unr27Fm5sW7dusW3TUtLS/by5UuZ5ZpTUio1NVXqiv3IkSNlJt+bE10mpTS1v/v55595nadPn66wTvPmzdPJSb0uqfqdXbt2TapsXfb3jUl9T/rl7aOKi4tZ586deZnu3bszY2Njdvz48Vpl//77b54ksbS0lLt/UCcpBYCNGTNG5j52165dvIynp6dK61wXmtimJJNSQPWFD0Xb3J9//sl7PbZr107mAzoYY+yff/5hjo6ODKi+4CPrOHHdunV8ua1bt2YXLlyQu9ysrCyZx4D11ZS2z4SEBIXH6BUVFezjjz/my9y1a5fcslevXuV3P7Ro0YJlZmbyaenp6fw7trS0bPL7INJ8UVKKNAkvXryQSsZIvtzc3NiIESPYN998w37//XeFTxgTk0xqTJgwQW65wsJC/uMi6zaF8vJyZm9vz4Dqq0KpqalyY124cIGfDLRu3brWD9XBgwd5nSIiIqSmFRUV8SvXu3bt4gcHS5culSpXVlbGT4h9fX0VtoGm21RZUuqtt97i0+Pi4uTGyc7O5j+uQqGQPX78uFYZye+vR48etZ5GJik4OFhuu0rWy9bWVmlCbtu2bTxWXXshSd4KZ2xsXKcYjDEmFAp5HHEvvlu3bvHPhEJhnWPX5Ovry+PK663TEGQlpYqLi/n/pJGRUa1bU7WdlGKMMQ8PDz5/QkJCremSCeFJkybJjSPZo2XmzJlyyzWnpJRkr9IpU6Yo/N9uLmTtg5W9QkNDZcZSlpTS1P6uvLyc92xVdOJVWVkpdTJbWlqqtD2aAlUSCAUFBczLy4uX8/Ly0mENtaO+J/2ybmkW2717t1S7rl69Wm7ZyZMn83Lyei6rk5Ty8PCQm/RnjEl9j9q6fV0T25RkUkogELBLly4pXKb4+MjY2JjdvHlTYdkTJ07I/W6Ki4uZtbU1A6ovlClKSGlTU9o+VVFRUcFcXV0ZIP/2fTHJpyO//fbbrLy8nD1//lzqIlh8fHyd60KIttFA56RJMDY2xqlTpzBv3jw+ULBYdnY2Dhw4gAULFsDLywtubm6IiIhARUWFSrHDw8PlTmvVqhV69OgBAMjMzMTLly+lpp8/fx45OTkAqgdL9PLykhvL29sbffv2BQA8fvwY586dk5rep08f/lSt06dPS01LSkpCZWUlAKBfv348Ts1yqampKC0t5eUU0Wab1nTnzh1cunQJQPXTs0aOHCm3rKurKz744AMAQFlZGQ4fPqww9rx58xQ+jUzyCXXx8fFS065evcrrNWXKFFhZWSlc1tixY2FgYAAAOH78uMKy8hQUFPD3rVq1qlOMmvOKB9+UHISzPrFr0lZcbTAzM8PSpUsBAOXl5ViyZInO6yD5RMKaA6MCQGhoKPT19QEAcXFxMgcnraqqknrK0qRJk7RQ08ZHPEC9sbExwsPDX6knDWqbJvd3hoaGfD9dWFiI3377TWaMkydP8gH9R44cCRMTk3qtQ2N06NAhqdfu3bsxf/58tG/fHr///jsAwMjICBs2bGjgmja8WbNmyZ0m+WRffX19TJ8+XW5ZPz8//v6ff/6pd71mzJjBH5QhS2BgIH//119/1Xt5ymhim/L19UW3bt3kTi8qKuIDuAcHB0sNni5LYGAgHBwcANTeHxw9epT/1g0bNgze3t7KV7IRamzbp4GBAW/LtLQ0MMbklp02bRpGjBjBy3722WdSD/uRnE5IY2TQ0BUgRFXGxsb49ttvsXjxYhw6dAgJCQlITU1Fdna2VLk7d+5gzpw52Lt3Lw4fPgxra2u5Mc3MzPDmm28qXO5rr70GAGCMoaioCPb29nya+OAAAAYOHKh0HQYNGsQTSampqTy5BFSfyHbp0gUZGRk8CSU+cRXP0759ezg6OqJfv36IiYnB77//jtLSUp5UkkxSKUtKAdppU1kk2ykwMJA/5USeQYMGYceOHQCq20nRE8cGDBigMJaXlxcsLCzw/PlzpKeno6qqip/oJicn83KVlZU4dOiQslWBubk5ioqKNHIgrGmKDlgaY1xtmTJlCtavX49bt25hz549mD9/vtL/c02SbC9Z27qDgwOCgoLw22+/obi4GPv370dYWJhUmYSEBP5kxW7duik8uWhOPD09cfXqVbx8+RL9+vXD6dOn0aFDh4auls789NNPKpVzdnZWO7am93cTJkzgT/rcuXMn3n///Vpldu3aJVW+OQoODlY43dbWFlFRUejVq5eOatR4KUpWSB5bvfHGGwqf1ipZVhNPxVX23YiPAzW1PGU0sU1JJkZkOXfuHH+ym1AoVGl/YGFhgUePHtXaH6SkpPD3w4YNUxqnsdL19llaWorY2Fj8+uuvuHr1Kh4/fozi4mKZx1zPnj3Ds2fPFC73xx9/xMWLF3Hnzh18++23/PNOnTpRUpw0epSUIk2OpaUlJk6cyBMVhYWFuHjxIs6cOYOYmBjcvXsXQHUiZOzYsQp7tFhZWSlNkEhePavZU+rRo0f8vYeHh9K6S5aRnFesX79+yMjIQFFRES5duoSePXsCAH90qzjRJE5mVVRUICUlBYMGDZIqZ2JiotYBsCbbVBZNt5NkvZUlyAQCAV5//XVcvnwZpaWlKCoq4j0ExI+BBoBvvvlGab0kSfZ4Uodk74SioqI6xag5r7gNJNuiPrFr0lZcbTE0NMTKlSsREhKCqqoqfPrpp0p73GmS5EGovO1z8uTJvHdJZGRkraSUOCkrLvuqOH36NPr3748rV64gJycHffv2xenTp9GxY8eGrppODB8+XGuxNb2/6969Ozp16oS///4bR44cwZMnT6S295KSEp5kc3FxQUBAQN0q3sSYmJjA2toanp6eCAoKwvjx4xt9D1NdUfR7LXmspex3XdFxWV3Y2NjodHnqqss2JZlIk0VyfxAVFYWoqCiV61NzfyC+gAKgSe+rdbl9nj9/HiEhIbh3757K9VOWlGrVqhX27NmDgIAAiEQiANXbzr59+5plL1XSvFC/eNLkWVpaIjAwEKtWrcKtW7cwY8YMPu3EiRO1bpOTVN9bQ54/f87fm5mZKS1vbm4uc14xyd5N4l5P+fn5uHr1qtR0Nzc3uLq6SpV78eIFUlNTAQA+Pj4wMjJSZ1Wk1KdNZdF0O6kTq2Y5yXj1SbCUl5fXaT4HBwe+3b18+ZIn/NRx+/ZtlJWVAajuRi6+Kmdvb89jl5WVSR0o1oeTkxN/f+vWLY3E1LbRo0fjrbfeAgAcOXJEqpeINolEIql2t7W1lVlu6NChaN26NYDqq8yZmZl8WkFBAb+twtjYGGPHjtVijRsXGxsbnD59Gl26dAFQfatz37598ffffzdwzZo+bezvxL2fKioqsG/fPqlpBw4c4Lemjh8/XukFoKaKVY/Pyl+lpaW4d+8ejhw5glmzZlFCSoKqx1y6vm23sd0mrIltSlkSoj77g5pDOTx79oy/lzx+a2p0tX1mZ2dj0KBBPCHl7u6OmTNnYtOmTdizZw8OHjyIn376CT/99JPUHRXiYTwUee2116SOeTt37tykE4Xk1dG49sKE1JOhoSEiIiKkdsAJCQlaW56FhQV/L2tcmJrE46XUnFfMz8+Pj+Fx6tQpANW9nxhjEAgEUj9O4gSVOCl19uxZfuIgWa6+NNGmmm4ndWLVLCcZT/Lg6Zdffql1IKjoJXmVUR3m5ub8hBuA2gk+ALhw4QJ/37VrV34AYm5uLnWbV11iyyJ5G4CmYmqbQCDA6tWr+d+LFi3SyXL//PNPvHjxAkD19yHvYNDAwICf0DPGEBkZyaft2bOHJx2Dg4Olxqh6FVhbW+PUqVPo2rUrACA3Nxd9+/bVyVguzZk29nfjxo3jJ2g7d+6UmvYq3LpHSFMluT/YtGmTWvuDmreXtWjRgr+XPH4jsq1atYq308KFC3Hjxg1s3rwZs2bNwgcffIDg4GAMHz4cw4cPV2u4jMrKSowdOxZPnz7ln/3xxx9Ys2aNxteBEE2jpBRpdgwMDNCnTx/+t6Lbv+pLPOgjAD6YoCI3btzg7x0dHWtNt7Cw4AOrnzt3DuXl5Tzp1LVrV6lbv8SJp4yMDDx9+lTt8aTUUd821XQ7iRUWFiq9jY4xhqysLACAqamp1BVGye7t6nShri/x7ZZA7RM5VUh2s685lplkbMmBsutDchmSAxc3doGBgXzMsQsXLqg8Xk997N69m7/38fHhSWZZJAcv37lzJx/fQ/LWvVdlgPOaxIkpcZI1Ly8P/fr1471Gifq0sb9zdHRE//79AVQPrnv9+nUAwIMHD/hvkre3N9q1a6eR5RFCNEOT+wPJWI1xvM3G5sSJEwAAOzs7fPXVVwp7kdYc41WR5cuX8wuHffr04QmtpUuXSo3tSkhjREkp0iwZGhry99rsSiz5tD3xj4wikmMxyXtSnzihVFpaitTU1FrjSdUsV1lZicTERF5OMrGlSfVpU8l1VaWXlSrtpGq8tLQ03rW8R48eUt2uJcc4OXr0qNJ6acpHH30k9VSrs2fPqjxvSkoKX2dDQ0OpWysB6acIHTt2TCM9mzw8PPDOO+8AqL497Ysvvqh3TF1ZvXo1P+D77LPPVOr+Xld3797F9u3b+d9Tp05VWL59+/bw8fEBUH1SkJCQgD///BMZGRkAqp9EKT7hfxVZWVnh5MmT/DZMcWLqypUrDVyzpklb+7vQ0FD+Xtw7KiYmhidZqZcUIY2Pn58f/208duxYvWL5+/vz9+Jbz4l84qd2u7m58QcayfLo0SP8+eefKsVMTEzEqlWrAFQP5RAXF8cvcIlEInzwwQdSt1kS0thQUoo0CY8fP1a5bEVFhdQBt6enpzaqBADo3bs37wV05swZpKWlyS2blpbGE0f29vb8ZLQmyVvvdu3axa8810xKOTo64o033gBQfRCQnp4OoPrgQFHvDDFdtqmLiwu6d+8OAMjMzER8fLzcsnfu3OFjkwiFQp4MkWf9+vUKnw63du1a/n7kyJFS07p3747OnTsDAA4fPqyzW9OcnZ0xbdo0ANU9uUJDQ1Xqffbo0SOEhYXx9Z0+fXqtwUydnJwwc+ZMHnvs2LG4c+eOynW7du0aPvvss1qfr1ixgicmt23bJnW7mTJlZWX46KOPpLqU60r37t0xatQoANXrps5gruooLCzEiBEj+JhlXbp0kfk0spokBzGPjIyU6iUVFhbWbMfhUZU4MSXef+Tn56Nfv34qH6iT/09b+7vg4GB+W/Tu3bvBGOPJKSMjI4SEhGhkOYQQzbGzs0NQUBAA4OrVq9i7d2+dYwUFBfHB4n/++Wc+vimRTTzkQmZmpsLj1xUrVvAByxV58uQJxo0bh6qqKggEAuzatQu2trZ47733+PFgdnY2pk+frpkVIEQLKClFmoQePXogLCxMaiwdWYqLizFx4kR++1fLli3x3nvvaa1ehoaGCA8PB1CdAAgJCZE59sbt27cREhLCf3zCw8PlDkTu4+PDe7qIT6ANDQ2lrkSJiRNVu3bt4j9cqt66p+s2lRzTZ9q0abw3iKQnT55g5MiRKC0tBVB9wm5nZ6cwblpaGubOncuvyktav349T4DZ2dlJXdEHpMcdYoxh+PDhOHnypMLlPXz4EMuXL693b421a9fysaWysrLg5+ensMfUhQsX4O/vz29F7Nq1q9QjfyV9/fXXPOl59+5deHt748CBAwoPfgoKCvD555+jZ8+eMgeVfuutt7Bx40b+96RJkzB//nyFg6UyxhAfH4+33noLW7ZsUbh8bVq5ciVP1Gr6sciVlZU4ePAgunXrhosXLwKoTqTExcWplFAaPXo0P6E/dOgQv/1PT0+PPw3zVWdpaYmTJ0/yp5E+efIE/fv3x+XLlxu2Yk2MtvZ3pqamGDFiBIDqiwobN27k438NHTr0lRsTjZCm4quvvuLHolOmTFGamCooKMD69etr7TdMTU35xazKykoMHz5cYWLqzp07Mo8BXxXi37L8/HysW7dOZpl169Zhy5YtKsWbOHEiHjx4AABYsGABH7YAqD7WfPPNNwEAe/fuVeuCIiG6pLw7BSGNQEVFBaKjoxEdHc0fLd21a1fY2dlBKBTiyZMnyMjIwMGDB5GXlweg+gB806ZNUuMwacPcuXPx22+/ISkpCdnZ2fD09MTEiRPx9ttvQyAQIC0tDZGRkbwHRZ8+fXgiSxYTExN4e3sjKSmJJ5p69uwp85a5vn374vvvv5e6kqJqUkrXbTpy5EiMGzcOu3fvRkFBAby9vTFu3Dj4+/vDyMgIV69exfbt25Gbmwug+tYmZY8td3R0hLOzMyIiIpCcnIwPP/wQbdq0QW5uLuLj45GUlMTrvW3bNqnBOMXeeecdrFixAkuXLkV+fj4CAwPh5+eHwYMHw9XVFYaGhigqKsL169dx/vx5pKamgjEm9aNfF8bGxjh27BiGDh2K9PR0ZGZmws/PD35+fggKCkKbNm0gEAhw7949HD9+HElJSTyp0717d/z2229Sjx2WZGhoiF9++QVjxozByZMnkZOTg5EjR6Jdu3YYPHgwOnbsCGtra5SUlODhw4dISUlBYmKi0kddz5gxA2VlZZg/fz4qKyuxdu1abNu2DYGBgejduzfs7OxgYGCA3NxcXLlyBceOHeMHSg2pXbt2mDJlCrZs2aLy4Phi+fn5OHToEP+7qqoKz549Q35+Pi5duoSkpCSpMbbc3NwQGxsLDw8PleKbmZlhzJgx+PHHH1FWVsYHOO/fvz+cnZ3Vqmtz1qpVKyQkJGDgwIFIS0vjiamTJ09KDe7f1Elua8p4eXlJjdenCm3t70JDQ/lFFMkLEHTrHiGNV9euXbF161ZMnjwZpaWlGDt2LL755hu8++67aNeuHUxMTPD06VPcunULaWlpSE5OhkgkknqIgdjs2bNx7tw5xMfH4/Hjx+jduzeGDBmCwMBAODg4oLy8HFlZWUhKSkJSUhLWrl3brPbd6pgzZw4f8mP+/Pk4c+YMBg8ejNatW+Pu3buIi4vDH3/8AQcHB3h6eiocHmTz5s349ddfAVT/JqxcuVJqulAoxL59+9CjRw+UlpZi1qxZ8PHxUfkYhRCdYYQ0AQMHDmQCgYABUOllb2/P9u/fLzeei4sLA8BcXFyULjs0NJTHzc7OllmmuLiYBQcHK61XcHAwKykpUbrM5cuXS833+eefyyyXl5cn1S7W1tasqqpKaXzGNN+mAQEBvKw8FRUV7KOPPlK6XF9fX5abmys3juT3d//+fdalSxe5sYRCIYuMjFTaHtHR0czS0lKltrCwsGBXrlxRGlMVxcXFbO7cuUwoFCpdrlAoZHPmzGHFxcUqxRaJRGz16tXM2tpapfXS19dn48aNk7udiyUlJTEvLy+Vtx1PT0/2888/a6C1pInjOzk5KS378OFDZmpqKlUvHx8fmWXPnDmj8rqJXzY2NmzhwoXs+fPnaq/HhQsXasXbt2+fyvMvW7aMz7ds2TK1l9/QJNdbmaKiIqltz9LSkqWnp+ugltqj7rYmfv3000+1Yqn626bp/V1VVRVftuT/RHl5eT1apvFSZ5ttTiT3jQEBASrNo8qxgZiqsSXrIW+fpyyWKsd2YpGRkbysKscTdaGJbaqu9Tx27BhzdHRUaX8gFArZ0aNHZcYRiUQsPDyc6evrK40TERFR5/WUpyltnzWP82u+XFxcWHp6usLt9PLly/zYsUWLFiwrK0tunX744Qcep1u3bqysrEzp+hKiS9RTijQJx48fx8OHD3HixAmcO3cOf/31F7Kzs1FUVITKykqYm5vDyckJb775JoYMGYLg4GB+z7YumJmZ4eDBgzh9+jSio6Nx9uxZPpBh69at4evri9DQUJUHLe7Xrx+WL18u9bcsNjY28PT05LdW9OnTR+UxaBqiTQ0MDPDdd99h8uTJ+OGHH5CYmIgHDx6goqICdnZ28PLywgcffKDSWDxiTk5OSE1NxdatW7Fv3z7cvHkTxcXFcHJywsCBAxEeHq7Sk58mTJiA4OBgREdH4/jx4/jzzz+Rn58PkUiEli1bom3btnjrrbfQv39/DBkyBKampvVpCs7MzAzr16/H3LlzERcXh+PHj+PGjRvIy8sDYwy2trbw8PDAoEGDMHr0aLV6z+jr62PhwoX4+OOPcfDgQZw6dQoXL15Ebm4uioqKYGpqCltbW3Tp0gX+/v4YM2YM7O3tlcb19/dHamoqkpKScOTIESQnJ+P+/ft48uQJqqqqYGVlBQ8PD7z99tsYMWKE0sHqdcHBwQFz5szhA4HWlVAoRIsWLaS2iV69emHw4MFyb8lVxtvbGx07duRPLbKyssLw4cPrVc/mqmXLljhx4gQGDx6MCxcuoLCwEAMGDEBCQgIfd4oop+n9nUAgwPjx46Wu0oeEhEg9IIMQ0jgNGjQIWVlZ2LNnD44cOYL09HTk5eXh5cuXsLCwgKurK7p06YJ+/frh3XfflXqKsSR9fX2sW7cO06ZNw48//ohTp07h9u3bePr0KUxNTeHi4oK3334bw4YNw5AhQ3S7ko3MsmXL4O/vj02bNuHChQsoKChAq1at0LZtWwQHB2PatGly2xkASkpKEBISwntXb9myBW5ubnLLT5kyBQkJCYiLi0NGRgYWLlyo8eEMCKkPAWMNNMgHIYTUkaurK+7cuQMXFxeZY3gRQgghhBBCCGn8aKBzQgghhBBCCCGEEKJzlJQihBBCCCGEEEIIITpHSSlCCCGEEEIIIYQQonOUlCKEEEIIIYQQQgghOkdJKUIIIYQQQgghhBCic/T0PUIIIYQQQgghhBCic9RTihBCCCGEEEIIIYToHCWlCCGEEEIIIYQQQojOUVKKEEIIIYQQQgghhOgcJaUIIYQQQgghhBBCiM5RUooQQgghhBBCCCGE6BwlpQghhBBCCCGEEEKIzlFSihBCCCGEEEIIIYToHCWlCCGEEEIIIYQQQojO/T+dBU/pEW9ciAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1200x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Updated variable labels (if needed)\n",
    "var_label = ['Snow', 'Slope', 'OCC', 'NDVI', 'K', 'Elev', 'P', 'Tmin', 'Prec', 'Tmax']\n",
    "\n",
    "# Sort the combined_df to match the bar plot order\n",
    "combined_df['Label'] = var_label\n",
    "combined_df_sorted = combined_df.sort_values(by='VIP', ascending=False)\n",
    "\n",
    "# Plotting\n",
    "fig, ax1 = plt.subplots(figsize=(12, 6))\n",
    "\n",
    "# VIP barplot (primary y-axis)\n",
    "bars = ax1.bar(\n",
    "    x=combined_df_sorted['Label'],\n",
    "    height=combined_df_sorted['VIP'],\n",
    "    color='white',\n",
    "    edgecolor='black',\n",
    "    linewidth=2.5\n",
    ")\n",
    "for bar in bars:\n",
    "    bar.set_hatch('x')\n",
    "\n",
    "# Horizontal VIP threshold line\n",
    "ax1.axhline(1, color='red', linestyle='--', linewidth=2)\n",
    "\n",
    "# Y-axis settings for VIP\n",
    "ax1.set_ylabel('Variable Importance (VIP)', fontsize=24)\n",
    "ax1.tick_params(axis='y', labelsize=20, width=3, length=12)\n",
    "ax1.tick_params(axis='x', labelsize=22, width=3, length=12)\n",
    "ax1.set_xlabel('')\n",
    "\n",
    "# Secondary y-axis for regression coefficients\n",
    "ax2 = ax1.twinx()\n",
    "ax2.plot(\n",
    "    combined_df_sorted['Label'],\n",
    "    combined_df_sorted['Coefficient'],\n",
    "    color='blue',\n",
    "    marker='o',\n",
    "    linewidth=2.5,\n",
    "    label='Regression Coefficient'\n",
    ")\n",
    "ax2.set_ylabel('Regression Coefficient', fontsize=25,color= 'blue', rotation=270,labelpad=22)\n",
    "ax2.tick_params(axis='y', labelsize=20, width=3, length=12)\n",
    "\n",
    "# Styling the axes\n",
    "for ax in [ax1, ax2]:\n",
    "    for spine in ax.spines.values():\n",
    "        spine.set_linewidth(3)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "489d6ff5",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "d5a7ceec",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Component validation curve (Figure 9a style)\n",
    "\n",
    "\n",
    "explained_variance = []\n",
    "for i in range(1, 11):  # Try up to 10 components\n",
    "    pls_i = PLSRegression(n_components=i)\n",
    "    pls_i.fit(X_scaled, y_scaled)\n",
    "    y_pred = pls_i.predict(X_scaled)\n",
    "    r2 = r2_score(y_scaled, y_pred)\n",
    "    explained_variance.append(r2 * 100)  # % variance explained\n",
    "\n",
    "# Plot explained variance\n",
    "plt.figure(figsize=(8, 4))\n",
    "plt.plot(range(1, 11), explained_variance, marker='o', linewidth=3, color='darkblue')\n",
    "plt.xlabel(\"Number of factors\", fontsize=16)\n",
    "plt.ylabel(\"Explained Variance (%)\", fontsize=16)\n",
    "#plt.title(\"Component Validation Curve\", fontsize=18)\n",
    "plt.xticks(range(1, 11), fontsize=14)\n",
    "plt.yticks(fontsize=14)\n",
    "plt.gca().tick_params(axis='x', which='major', length=8, width=2)\n",
    "plt.gca().tick_params(axis='y', which='major', length=8, width=2)\n",
    "plt.grid(True, linestyle='--', alpha=0.6)\n",
    "ax = plt.gca()\n",
    "for spine in ax.spines.values():\n",
    "    spine.set_linewidth(2)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b0434212",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "deep_learning1",
   "language": "python",
   "name": "deep_learning1"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.16"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
